156 lines
97 KiB
Plaintext
156 lines
97 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "3e1dd5fe",
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as pl\n",
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"from matplotlib import font_manager\n",
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"import numpy as np\n",
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"from geopy.geocoders import Nominatim\n",
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"import pandas as pd\n",
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"import json"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "ee0dc0c4",
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"metadata": {},
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"outputs": [],
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"source": [
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"address = \"Selangor, Malaysia\"\n",
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"user_agent_name = f\"rooftopApp{np.random.randint(1, 1000)}\"\n",
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"geolocator = Nominatim(user_agent=user_agent_name, timeout=10)\n",
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"location = geolocator.geocode(address)\n",
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"\n",
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"data_csv = \"C:/Users/User/RooftopCloud/Public/FrontOps/collected_production_data.csv\"\n",
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"\n",
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"df = pd.read_csv(data_csv)\n",
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"delta_latitude = df[\"latitude\"] - location.latitude\n",
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"delta_longitude = df[\"longitude\"] - location.longitude\n",
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"# find index of the closest latitude and longitude\n",
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"min_index = (delta_latitude**2 + delta_longitude**2).idxmin()\n",
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"# get the historical data for the closest latitude and longitude\n",
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"closest_row = df.loc[min_index]\n",
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"# convert data json into dataframe\n",
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"data_dict = json.loads(closest_row[\"data\"])\n",
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"original_data = pd.DataFrame(**data_dict)\n",
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"historical_data = original_data.copy()\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "e4d3e67e",
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"metadata": {},
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"outputs": [],
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"source": [
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"# extract unique years and months from historical_data\n",
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"unique_years = historical_data[\"year\"].unique()\n",
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"unique_months = historical_data[\"month\"].unique()\n",
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"\n",
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"# create a dataframe with every combination of year and month\n",
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"year_month_grid = [\n",
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" (year, month) for year in unique_years for month in unique_months\n",
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"]\n",
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"monthly_data = pd.DataFrame(year_month_grid, columns=[\"year\", \"month\"])\n",
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"\n",
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"monthly_data[\"E_produced\"] = 0.0\n",
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"for i, row in monthly_data.iterrows():\n",
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" mask = (historical_data[\"year\"] == row[\"year\"]) & (\n",
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" historical_data[\"month\"] == row[\"month\"]\n",
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" )\n",
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" monthly_data.loc[i, \"E_produced\"] = np.sum(historical_data.loc[mask, \"P\"])\n",
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" \n",
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"# convert to sun hours\n",
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"monthly_data[\"peak_sun_hours\"] = monthly_data[\"E_produced\"] / 500 / 30\n",
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" \n",
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"# Create a new column with \"MM/YYYY\" labels\n",
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"monthly_data['date_label'] = monthly_data.apply(\n",
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" lambda row: f\"{int(row['month']):02d}/{int(row['year'])}\", axis=1\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 33,
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"id": "e8975b3f",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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jpMG9o7MVSFk8aHr2fEPHpE73vP8eAJJkD31zsrOzqWPHDuL9gQMH0K23/pFKS0soNTWVDhw4SPfccy/t3r1HfJ7H1T3xxJN03333UJs2bUT2/89//gvt2LEjxt9F/CjMc5LefT7mZi0N8QrtM29n0i2X1lBaCtHUUVa6+7oqumcONx5s/sIEAKCFDH1TAb2aofd0uv8+4ocGAEk4gz6YDL1a7s7759msCRZavbnp/eyt56LZ7u72vC9+xYbg/j/fWfQO2rU/7sIOgLgQF6+sOXOe9bzP3e/5jf3ww4/irSlvvvm2eIPWN8SrCnCh2XvISC+8m0nXXVArSlLPmVlPZRUGeurNrCgeKQBAKwL6JkruD0gBfZ+uaIwHABEK6IPYQ89WbzbRBXazuOc6cXw9Pfxylt8pHeHCM++7dlAy7Nv3GIJeeMAseoAkLbkH7Y6sq6wJ/HTZvMtE//kkQ6zcsqvPq6ULT6mLxiECALR+D30TGfqqWr1na5Eyix7bigAgAiX31cEF5WaLnjbuUHJyxQVOseVRC7Pnm87Qo3EyQKQgoIegGuIFKrmXcQnW+1+lez6+/apqnz1XAABakh9kyb1cds/jpYqkhU4AgNZoWyTdZwWZ+W4YWM+KaLd7lyegdziJVm4Mfkyezyz6tsjQA0QKAnpoknzjyk3wmvPTslT64qdUz8f/+EMljRliidjxAQCEpyle0+e3/Yfksns0xgOA8Chxd7nnKiAe9RasNVtMZHMn5rnsPlINiQf1tonxxGzzTmOz58qGs+hVmEUPEDkI6CH4kvsgS8E+/zGNfl6urBybjERP3V5BA3pg3ykAaHkPfdPnt/1HpMZ46HQPAGGg17tE8+FgO9zLLFYdrdumlN0X5LrohIHWiBzjyVKl5fIgu9urrDadp/oJe+gBIgcBPQRdcs/7SIOjo/9+mU6rNikXmow0oufuLafO7XATDADaURhCyT3D6DoACAcO5o3uU0t5C8rt/ZfdWyKy4MBd9JndrjTjayl1Hz03WTYa0H8EIBIQ0EOTuNkK42Z31c3soZdxt9VXP8ykrbu9+05fur/cZ4EAACCW8nOVm0tzPe8Nbfr8dviYnuzu01efbqg4AoDWKwmhw71s3VYTWdyJ+Rlj68MeMI/ob/NsvVy/zSia8bVUWYVybjXouV8A+o8ARAICegiq5L62TkfOFo5EsTt09Py7mbT/sPI04z1YL9xbTtmZOKEDgHb20FcHsSeUA/5Dx5THdWnvoBQTMk0A0DrFPh3uW35LbrPraO0WJWuem+2i0YOtEetuv6wF3e1lxysMPrPoASD8ENBDQDqdiwrce7uqWpCdl/Fq7py3s+hYufLve3Vx0DN3VlBqCm6GASB2TEYXZWe6gto/r9rvLrvnEtnuHVF2DwDRn0Hf0PIN3jL4cE4W4nPkzLHK1+MqAK4GCIXP6DrsoweICAT0EFBulks0tQt15Vjujs9BvTrHeXh/Gz3yp4qIdWQFAGhOXk5wM+j9BfQMjfEAIKwz6FvYFE+1YZuJzO7t89NGW0QgHg5jhlhF1l/tqM8N7kKBgB4g8hDQQ3AN8YIYWdeUo8cN9MzbmZ69XtNGW+nua6vEfFMAgGgrkEfWBdnwU26M1xuj6wCgleQ95aEmTnh74xp3szquOho/LDzN8WZNMPttvtdSPrPoEdADRAQCeghuZF2IJfeyvYeM9Px7mZ7GUuecWE83XVjb6q8LANBS+S3ocO83Q98VjfEAIIwZ+lZUQsoB90njW192z9siOfHC6uqJNm53l2uG4Li7KR5DQA8QGQjoISAeMaKqasWFRrZ5p4n+83GG6JrPrj6/ln47uy4sXxsAIJQZ9MGW3NfU6T39RPqIDD0qjAAgdCXuDD2XzPNc+VBt2mGkOndCfcooa6v7FE0aYaHMdOVrrNqYIqoAQsW9lNQtAe0R0ANEBAJ6iFqGXrViQwr976t0z8d/u7I6LCvKAADB4lGacqAerH2HlCw97y1Vx3oCALQcn0McrWqIJ0/hWLVJydJzID5xeOvK7mdJ3e2Xrw+tGZ7seIXes4DBDZcBILwQ0ENARfneldTKVu6hb+jHZan05YJU8b5eT/TPP1bS6MHh2fcFANCSDH2wXe7ZviPYRw8A4Wk8nKbcBrU6oG/Y7f6kVnS7z0x3igw942bGW3aFXm7fcB89N1qWk0UAEB4I6CG4kvswZuhVc39Io59XmDwn+adur6R+3bEvFQCiN4O+JXvo2QE0xgMADcygb2jLTqPnXDb5BAtlpIUWOE8dZaFU95b8FRtM5HTpwpahZ9hHDxB+COghILmctLVd7v3T0btfZNDqTUZPmdhjt1VSGmbUA0CEFeTJe+hbUHLvM7oOC5AAEIYZ9NWtD5o58F65UUmScOZ/8sjQqh5Plsrtl60Lvbu9DKPrACILAT00O7bOXE9ks4c/Q69egF79KJN27ldukjuVOuj639ZE5P8CAFAVhlhyf7hMT3Z3Yl5pjAcA0NoZ9OG5HZf3u4fSmyg320ljhyjd7csrdbRzn3cBM3wBPUruAcINAT0E4KIidwYrMtl5L14seP2TDLK5740vPaOOBvZE5gsAIr+H3mJV5jgHy+nU0cFjyjmxc3tHq7tJA0ByCscM+oa27TF6tkhOGG6lrIyWBc8zx9aT0egdheei8CRzyuSS+zbI0AOEGwJ68IvL39PTlPcrIrB/vqEjZQb6/EflPzToiR68uZJMRtwoA0Bk99C3ZP98w3n0fK7q0QlZegBobYY+PPdZLpdO7HtnKSZlP3xLnCw101sWhu72KpTcA0QWAnrwqyg//DPomzN/cSrtOajcKPfo5KCrz6uNyv8LAMnFoHeJsXOsurbl5zd5H32vLgjoAaC1e+jDd5/FmXXVrBZ0u+fJRiMGKNWRR47raa97RGc48MKp1V142b4tAnqAcENAD0HMoI/O04T307/xaQY53Of6K8+pRdMpAAi7PKnDPY9lCjVDz3COAoBQlBYpNzvckyOUSqFAeN97uTvjz/vhc7OCK7s/abxFjBFmy9Zxdj6c1Zk6Kndn6ZWSe1RgAoQTAnqIyci6QA4cMdDXC5XBrLyP66FbqshowIkfAMInP8d7TqlpQYd7fwF9n27I0ANAyxW7M/SV4h4rfPdZvO99hTtLz/dR08YEV3Z/8kSz3yx/uKj76LkDv3wOBoDWQ0APfrXJd0Q9Q6/6akEaHTii/J99u9npsjProvr/A0ByNMRj1SFkxmrNeqp0j5lSZtHj5hQAgsfjeXOylPNGeZg63MuWu/fRs1kTvIF6IFwGP7i3sji5/7CeDh0LX7m9CvvoASIHAT00m6FXb1yjxeFUSu+d7kO47jc11K0DsmAA8bA3XadzxU1DvJaOrJPtc+8vzcl0UYnUrRoAoDnFUkO8SAT0uw8YqKxCObeNGmjzOef5M0sacbc0TLPnmwzo0ekeIKwQ0EPzTfGinKFnew4aaf4vSul9agrRAzdVkl6v/UABIFl1KrXT968dpc+eLaOMdGfcZOhDKbln+47I++ix4AgAwZMXASsjENBzCb9aNm8wEM0Y23RzvJMnej+vdskPtzI5oEdjPICwQkAPfhUXxK7kXsVj7LjTKhvSx06/nd182RgAxMapk+upMM9FXds7aPwwK2lZvk9AH1qG3qcxXlc0xgOAEDP0EZok5Ft2Hzig5wpIZesQ0c79nNkPf7k9O45Z9AARg4Aemiy55zEj9S0bYxo2NruO3vw0w/PxLRdXU4e2yIQBaJE8iqhEulnVooJWdrlvHNDjvAQAwSspjPy2Rt4WpCZFRvS3ibF0/sjB/rIIldsz7KEHiBwE9NDk2Dql3D66e+hl2/ca6celygUmPY3ogRur0IAKQOMBvdq9OZEz9EfK9GRzx/F9ENADgIb20HvL7pUsPY+jmznWX3bG5Sm3d7qIVkao3F7t5q+OJW5frO1rBEC8QUAPjaSYvN1XlXEqsfXJd+l0vFI5jpGDbHTuiSi9B9AauYSyrdYz9GHYQ+906ejgUSVL37HUIbpWAwAEQz5HVkSo5L7h+Dl5n7yKJwl1aa8cy7bdhohusXS5dJ7FC2ToAcIrpFfumWeeQampSsMySDyxbojXkMWqo7fmekvv/3x5DZUU4WIAoKXu9nJWvq3GM/RqQM9biqy20Bct1bJ7g56oZ2dk6QGgZU3xeJpPVQQTJ7zoePCoch83tK+t0b2THORHstxepSZnsjNdlJWh7esEQDwJKVp76KEH6Kefvqd7772bBg4cGP6jAu3MoI/yyLpANu0w0aKVSilYZoaL7rkOpfcAWsHBvFHqoxQvGfpQy+1V+9AYDwBC0NYd0FfX6cjpjOx91jIpS3+iNJ6OR4yq++e5FH7VpsiV26vkhnvI0gPEOKD/9NPPyGAw0HnnnUv//e9b9PHHH9LFF19Iubm5YTw0iBWtZehVH36b7llgmDjCSqdMbnoMCwBER/sGN2ZKU01tLrjxTWxutqtV5faq/Ye9/74XRtcBQBCMBhcVuhcVKyK2f95rhXsfPTtZaoA3pI+NStsox7Fxh5FqzfqoZehZO/f/DQCtF9Kr969/vZ3GjZtIt932V1q4cBF169aN/va3v9KPP35Hjz32CI0ZMzoMhwaxboinlT30KrNFT+984S29v/3KairMwwovgJYa4rHUFPIEzVqTm+USJfKt6XDvr9M9GuMBQLBJE25Sx8qrIn+PdeS4gfYdUv7DAT3tnmlBcnd7ea99JPmMrkOGHiBsQl6Os1gsNHfu53TVVdfQpElT6B//eJi2bt1Gs2adRC+99ALNm/c1XXvtNdSmTVH4jhaiOrJOaxl6tnaLiZatU1abOWC44+rqWB8SQNLzN1NYq2X3vg3xWnczXVevpwr3DbmSodfmIgYAaLQhXhQy9A3L7k8abxF9T05yl9/bbERrNke+3J6VYXQdQESE5UxSXl5Ob7zxJp177vl08smn0PPPv0jt2rWjG264jr799mu67bY/kdFoDMd/BVEgzyqNZMfTUL3/dbrnRvzEcRaaMQal9wCx1K5Bhp4VSwuDmh1ZV6sPy6xntcmTWr4KABCI3DQ0kh3uZSukcXScmT9hoJUK85QFyHXbjFRvjU41JmbRA0RGWM8ker2eOnXqRO3alVJVVTXpdDpau3YdXXbZpfTqqy+Lz4P2yTfiWmmKJ+N9r+99le75+K5rqyg3GzfSALHSoTiOMvQ53nMFN6RqrX1H5LJ7NMYDgKa1lTrNRyug52Z0uw8o56o+3ex0zfm1US+3VysSeN69v94rABC6sJxJhg8fRvfccxf9/POP9O9/P0OnnXYq7d27V+y1v/jiS+nf/35ePOaqq64Mx38HUSq5566ntWG44Y2E5etNtHqzUvXBq8x/uQKl9wCx4i/TIo+x02yGPgznN3kffW/soweAFiRN1C070bpvUp0wQFl8tFiJ1m2NTrk9czh1VOVOFCFDDxA+IdfB9+nTh045ZbbYM19S0lZk448dO0avvvof+vjjj2nbtu2exz799BwaPHgQnX32mfTcc8+H69ghwk3xOHvlIm0G9EQ6eveLDOrVuYrS04hOn1pPXy5IowXLU2N9YABJRa93eWYq2+1E6u4qrc6il/fQV4eh5N4noEenewBoRkkMMvRs+YYUOmuG7xbF1ZtMZLNH9z6P99Hn5TioINdFaSmuqJX7AySykAL6uXM/pa5du4gg3mq10tdff0MfffQx/fzzQnK5/DcF4qB+xowZrT1eiMLNuZrBqorihSYUvL//f9+k08WnmcXH915fRaddXxiV0SsA4F0AVIP4PQcN1K2jQ9Ml9/k54c3QHzmuJ6uNKMWEDD0AtHAPfZSa4qn/14693nN0w2Z50cKd7ru7j6G0jYN27kePLYDWCulV1K1bV1qzZq0I4r/44kuqrm6+3Hn16jXiDbSNs1fqSKcKDY2sC+SX1Sk0or+N+na3iyzhrZdV0/3/zo31YQEkDXkfJAf0ndo5yGiIjwx9OAJ6l0tHB48aqHM7B3UscVB6qovMFu2fOwEgNtQMfZ2Zop4d5/3y3ToqSZBas4427Yh+MN2wMR4CeoDWC2lpcPbsU+k3v/ktvfvue0EF8xCfM+i1nqFX6OjtzzPEPjB2/qx6GjnQ/QEARLXD/bEKPVW5FwLlxk+aDejDUHLP9rnL7rnva88uaIwHAIG4PH2Kollur1qx0SQqitjStSaxpz3ayjCLHiDsQjqb7Ny5K/xHAtqbQV8bH1kmXu39aJ636/0DN1aKLBkARHcGPZdSqiWkedkuSjFp73XI+zbV/f71YVr7wz56AAhGfg6fF5X3y6NYbq+qqtHTU29mifG/n37nvW+KJoyuAwi/kOtcunfvTtOmTaGCgkIyqDXaDfB++r///Z+tOT6IsjbyDPq4yNArfl6eQsP7W6lnZwd1KHHSTRfV0MMvZ8f6sAASXvtip8+NmpJ1Us4jxQUO2ndYW+WUao+QGjMvWIZn0RIBPQAEQ+4tEs3987Kd+4ziLVZ8Avo22tyaBRBvQnpFT5w4gebMeYoMBoNojKc2wuP3GX/M79vtDgT0caZILrmviZ+AnrvxvzU3g+64qppMJqKLTq2jr35OpdWbo9/wBSCZtG9r9ymllG9SeXTdvsOkIS7Ky3YH9GGsQNp/2Ps984xnAIBmG+K5x7clGzmgby9t2QKA0IUUsV199VUimH/77XfozjvvJptN2ZBz++130pNPPiWC+SeeeJKGDBnWikODWO+hr4yDpniyo8cN9NkPaZ69rA/eXKXJkl+ARNLOnaHnPhZ19Tqfm1StNcbLznSRyRi+kXUqs0VPxyuV77tXFzvpdDjvAEBjxRrI0McaNwKsdi+oouQeIDxCOpv07t2Lfv11CT300D/oww8/oo8//kT8Pf/5/PMv0l/+8je68srfU2FhQZgOE6KlSNpDz2Ph4s13v6bSrv1K+Wu3Dg665vzaWB8SQMLiwJXHDnkbHXFAL2foHQk9ss5f2X1musun8z8AgIqn8ahi0RRPa1l6TiKZjFgABWitkM4mKSmptG/fPs/HDWfPf/nlV1Rfb6GLL7641QcI0cV7XlXVcZahV0dIvflZBtnd38bvz66lvt3QdRogUlt01AZPaudiufdGW2mBUAsK87zHUx3mgF7tdK9m6QEAmtxDn8QBvXq94GpK+WcCAKEJ6WxiNteJ/fGB2O12WrNmDZ144swQDwtiXXLP2atYjDMJB54J/eUCpfTeYCB66OYqMhqwAgwQ0Q737oyLXHKv7Qx9eG+mfRrjdUVADwCNyeM8K6ri8x4r/PvotbXwCxCPQrqjqaioJHf/O0FN0KtN8VhlZSWVlpa0/gghilyepnjqLOl49c3CVE+jKr65vuJslN4DhJvc0Mhfhl4uL9XeDPrIlNwzBPQA4I96TuRZ8NxzJFnxiFOVum0LAKIc0B89epRycnI8H5eXHxd/nnnmGZSXl0t9+vShsWPHUFlZWSsODaItN8s7HzWeRtb543Tq6I1PM8jhvn/nvfTdO+ImGyCc5JFDasaFGx7VipFwGszQu2fQR2IP/dFyvbhJZ326YpsPADRW7N6GpJTbJ29AX4ZZ9ABhFVLUduDAAcrPz/d8/PPPC0V2/oEH7qOFCxfQBx+8R8XFxfTZZ3PDeawQxZF18dbh3p+9h4w0b3GqeJ8XKh68qZL0epTeA4SLfCOmZuhZpbvsXtnCo53XXEEES+65f8eBI0qWvmOJkzLStVWdAACxxeeErAzlfJjM5faNZ9EjoAdorZDuaF5++VV69NHHPB+vXLmK7r77Xlq3bj0dPHiQtm3bRi+88CI9+eTTrT5AiJ42UkO8eOxw788XP6bR4TLlexnU204Xn1oX60MCSMiSe/kGrdw9jokX0vJztBPQ5+dGrike23dIaozXGRVBAEB+m4Qm68g6FWbRA4SXeyJvy2zevLnR3/3vfx+IN0iMGfRVcV5yr7I7lNL7P15WQ3od0ZXn1tIbn2WIknwAaB11PBuXmssl7HL3Zu5grAb4WtpDr85BDqf97gy9uo9+1aaUsP8fAJAADfES5B4rVPUWHdXVE2Wkea8jABC65D6jgI820upxVQRudmNl5z4jrdmsrF1xtnBAT+xvBWg9l6fkXsm2SE1RfTrda6f0XA3oHQ4icwQaUsmN8TC6DgBkbaVzYbJn6Fm5O0vPPxdshwSIcoa+c+dONHToUOrUqRNlZ2dRamoaWSz1VF1dQ3v27KFVq1bRrl27W3lYEOsMfbw3xWto3RYTDemj3GBPHG6lNZuROQNo7Uz3VPfLqKzc93wh36xqacawGtArTfsim6FHYzwACDyDPnGSJqHivis8ss5oVO4/D5d5z58AEKGAvkeP7nT//ffR4MGDGo2oU7nc8+tWr15D99xzL23duq2FhwOxVJTvvdjE+9i6hjZs5/b9ZvH+pBMsNOftrFgfEkDCdbj3V06qdnWOPRflZTsj0uFeLiMtq9BRYZ5LZOh1OpdolgcAIGfotbINSTP76IsdCOgBIh3Qt23bll5//TXKy8sT8+UXLVosgvXq6moym82UlpZG2dnZ1LNnDxozZjQNGTKYXnvtFTrrrHPp8OHDrTk+iFHJfaI0xZO/n72H9KL7dL/udrF4cawcFw+AsHS4bxDQ+5bcayNDn5Hu8lQURGL/vGrfYQMV5tnF3tCOJQ7aczCkVjUAkMAZ+kSrggyFPBmllK8nG2N6OABxLag7jcsvv1QE8x988CE9+ODfyWKxBHxsSkoK3XnnHXTOOWfR7353Of3jH/8M5/FCBKmZtHoLN7lKvKzSuq0m6liiPHfHD7PSx/PTY31IAAk3sq5xUzyn5kbWVYd5ZF3DffSDeyvbezhLj4AeAFjbIncPD2di9SkKy+i6Ym1cJwDiVVB3NZx1P3asjO699/4mg3lmtVrpvvvup2PHjtGYMaPCdZwQxTn0VQmWnVet38pl94qJI5p+HgNA0+TOxA1L7rmk3e7uCVcidXaOpfxcb9Olmghn6FW90RgPAMj3XFhdo8NWHMyiBwiroCK3du3a0cqVK8nBrYGDwI9bsWKl+HcQH9JTXZSZrtzwVibY/nnVrgMGdzMsonFDrWQ0oKsqQFhm0DfI0HPDOfU8opU99HKGviaCGfoDckCPxngAQEQmo4sK3IuK2D+vwCx6gPAJ6qySmZlJx48fb9EXrqiooPR0lDTHizYFib+3i1fEN2xTyl+zMlw0tC9utgFaW3Jvs/kvH1XL7nOzee967BfP8qUZ9JFqiseOlevJYlXe79MNGXoA8O1RlOwz6OXzsNV9G4ZZ9ACtE/RZxd3APmhqx3uIr3L7RGyIJ1u/DWX3AOGcQa9km/wE9FIWqlhaMIz1yLpIB/Qu0nnG17UvdlJWhjYqFAAgdkqkhnjlVYlZBdlyOk+WXtmOgLgBIFSJG7lByDPoE21knWzDdiM53dcMBPQAocnLdoku7v4a4vkdXaeBxnhyQF9dG9lL3/5D3rL7Xp2RpQdIdvI5MFGrIEOhXj/SUvkcjYAeIFRBt98dMKA/9evXN+gvPGDAgFCPCWIgkUfWyWrNetq130DdOjioRycHlbZx0MGjGF8HEK6Rdf5G18njmhI9Q8/UDD3r3dVOKza65+UBQFJqKzUHxR76wLPoGzZYBYDgBB3Q9+/fj95//91gH046HXfxxGpbvGiT773YVEk34ona7Z4DejZhuIXe+yoj1ocEEL8d7oPJ0GugMV6+T1O8yJ7j5E73PLoOAJJbW3kPPQL6gLPo10rTiAAgAgH9xo0bqba2LugvnJWVSX37Bp/Rh9hKlgw9W7/NSKdOUd6fNAIBPUBLtWvbfIZevmnVwiz6wjzlGHjLjTrtIlIOSBn6Pt3QfBMg2ckZ+ooET5q0BEbXAUQxoO/XbyDFgl6vp2+++ZIeeeQx+vrrb/w+Zvz48XTPPXdSSUkJGQwGqqyspJ9+WkB3330vWSwWGjnyBHr99dd8/s3Ro8dowoRJUfou4jBDn8B76Nm+QwbxPeZkuWj0YCulmFxktSX29wwQTvKNV+AMvfc1VayBkns1Q19njvwMaItVJ7rdc7PRnp3spNe7yOnEOQYgWZUUYQ99swE9Ot0DRD5DHwtTpkwmo9FI8+bND/iYtWvX0oUXXkzl5RXi4y5dOtNLL71AJ510In3yyafi75YuXUqXXXaF599gK0DgDL3NTlRXn9g3ntyFet1WE40dahWNWE4YYKWFK1NjfVgAcVlyH3gPvbYy9GpAH+lye9W+w0pAn55G1LHEQbsPaPpyCwARpPYR4fOP3ZHY91it2UMPAKHR9DLhxRdfRO+++z45HA6aMWM6Pf30k40ewxn5I0eOks1mE29bt26j48fLKTMz0yeA56+hvjmdsb+51OrYumoxTzrxLzZcdq/iffQAELz2bZXzhd0RuOcG37TWuoPnWDfFS0txicDae46LvP2HveeY3thHD5C0dDqXZ5JQBUbW+eDrB19HWHtpKxcAJEhA37NnDxo2bCi999774uOOHTtSWpr7jqwJPXp0p969e9GGDRs8f5ednSO67hcWFkb0mOOVyeii/BxXUpWCbdppIof72jF5pBXzTwFCmEHP++S54iUQteyeK4D4pjZW8qM4sk7O0Mud7gEgORXmOsnoXt9Dh3tffP1Q+62UtkGyDSBUmj2zXHTRhWLffFlZmfg4IyO92X/D5fkPPHAf/frrElq1arX4u6NHj1JKiokef/xRmjfva/r66y9p3LixAb+GyWQS2X35LdGpzaJYZYLvn1fVW3S0fa/SuIrLYTu3w8owQDByMl2UlaEE58cqmj5fqDdqJiOXvLuSYmSdar/U6b53VzTGA0hW8gx6efoHKMrc1xG+rmRnIqgHCIUmN/Xl5OTQqaeeQpdf7t33Hox77rmLOnToSOecc57n73bu3EWzZ5/mabJ3zTVX06OP/oumTJlO9fX1jb7G1VdfSTfccD0lE7UULJky9Gz9NhP16qIE8hNHWOiNTzX5cgDQFLlx0fEKb9Da7Oi6wtjNGI7myDq5WWC9hUSfjj7I0AMkLd8O98lzjxWs45V8HXF49tFv2omfEUBLafJVM336NKqpqaE1a9YG/W9+//sraPbsk+naa6+nw4cP+30M751/+eVXKD8/n7p27eL3Mc8//yINHz7S8zZxonu+WQIrKpA73GvyKRER3BhPxQE9ALQsoA/UEM9fp3t5DnNMM/RRKrnnUtL97vF1XEqKzBNAcvKdQZ8cVZCtmUUPAC0XUkpy/vxv6K233qFXXnmVImHfvn2i1H3jxnV+/+9p02b6/B03zLv55hvpllv+SOvWNf43sqysLPGn2Wz2+3m1uV7SZuiTpOSeHTqmp+OVOirIddGI/jbKSHNSXX3yLGgAhEJuXBRoZF2gDL0m9tBHKUOvjsjs3lH5vnt1sdPy9SlR+78BQBuQoW/JLHosfAKEIuQzS//+/ShSlixZKrLjffr097zNmfMMLVjwswjmx44dQ48//ph4bN++fejhh/9B//d/j9MPP/woZtHzG5fXs06dOlH79u1EQ728vFy64orLxYLBnj17I3b88RzQJ1OGnrv5q1n6FBPRqMHcHA8AmiLfcDVXQq+V0XUFMSi5ZwfcGXqGTvcAyUk+96l9RcCLEysqzKIHCE1IZ5aFCxfR8OHDKFays7OpY8cO4v2pU6dQRkYG/eUvt9H69Ws8b6+99rL4/CmnzKbXXnuFfvllIf344/c0bNgwuvXWP2N0nZ8Z9MmWoVf30asmDkdAD9CcdsV2v6WS8ZKhr6mL3g31PjTGA0h6JcjQN0m+jmAWPUAUS+7ffPMtOvvss2jKlMn0/fc/UDTMmfOs533ufs9v7Jln/i3eAnn22X+LNwisTb60hz7JLjabdxrJZle6cE8S++i5E3dyLWoAhDKDnsc+VgaYQe9vv6hmMvRRmkOvZuidLiK9Do3xAJJVSZFy/rFYecJOrI9Ge3iRg3NsXFiLgB4gNCFFb1u2bKUPPviQbrnlJtGRPjc3N+AbaF+xO0PPJ9Ro7i/VAptdR1t2KetabYuc1LMzbroBmqLecHHDO6er6fNFrVknFsxYSQwz9AXSaM4ac/TOcVabjo6VK5fZHp3spNfHbnQfAMSCi9q4Gw8r5fbJdY8VDKdT56kORVM8gChm6J955mnq0aMHdejQnhYv/jng41wuFw0YMDjEQ4NoKXIH9Ly31NXMDXqilt3372H3lN1v3e0twwcAr8x0J+VkuYIqt1foqKpGR4V5Lp9ZzNFW6C65rzMrN4/RtP+wXiya8vi6zqUO2rkf4zGbkpvFzUl5ISj5rkWQeLIzXZSRprxf3kxFUzLjBqv5OQ7Kz3FReqqLzBb8rAAinqHv06c3GQx6OnjwYJNvhw4dCuXLQxTpdC7PSKdk2z+v2rDNe4M96QTUwwEENYM+yJnyahMoXghITYlNhjo/1xX1/fOqfYe95xfudB9JQ/ta6aaLaqh3l/jcrz9qkJV+ev0offXCMcrNRp8bSJwKSIaGeIHJC8RojAfQciGlChqOjYP4xauhRkPjjtTJ5Gi5gY6U6UUGcXAfG+VkOqkqSrOqAeJJ+2LvzWlwGXrOSvHjlBu0toUO2nMwuhlqk9FFmelKQB+LLUX7fRrj2enrheH/P4b0sdINv62hMUOUQP7UyWaaeWVR3FVc/XZ2HRmNyp7js6ab6dWPMmN9SACtgoZ4wSmTFohL2zho+15UMgG0BM4uSU5uiFeZVCPrfK11j6/jxY0xQ9DtHqDZDH2QAX2llJWSs1XRolYgseoYLNTJAX2fMHe6H9TbSi/cV05v/avcE8yzdsVO6t89vvqBpJhcNHaot0Lq7Jlmd5NSgPglbzVChj7IWfTI0AO0WKvOLsXFbWjQoIFUWlrami8DGhlZx3tdk9V6qex+ouh2DwANyTdackalKdw8T8UZ+tiOrNPFZMayuV55P1yd7gf0sNFz95TTO4+U07ih3gVIuYN2vG0fOmGA1bPXmHVt76ChfeNz6wCASm4Gigx9cAE9Ot0DtFxIZxej0UiPPvov+v77+fTOO2/RvHlf08svv0Cpqamexzz11BN00003hvLlIYqK8qUZ9El8sdm+xyhGyrCJwy2itwAA+Gofyh56n1n0ztiOrIvJFA8d7T9i8EzS4KZvoerX3UbP3lVO7/7fcZow3BvIl1Xo6M3P0umh53M8fzdlVHwF9P4WIM6awVl6gETJ0Cdv0qQ5csUXMvQALRdSBHfppZfQySfPouPHy2nZsuVUVVVFo0ePpvPOO8fzmJQUE40YMSyULw9RhAy9wu7Q0aadSpa+IM8Vd+WqANHQvq3DM+KyPMjyUXmhMBaz6PNjXHLP9h0ytKoxXp9uNnr6jnJ6//HjNOkEq0/2/6256XTfMzm0eFWqWGTZc1D5v/p2s8ekIiI0LpoyUgno7Q5vpcFJ4+spIx3N8SB+YQ99cJChB2idkM4us2adSMePH6dZs2bTpZdeTqeffibpdDrq3Lmz5zGVlVXUsWPHVh4eRBr20Hutd++jZxNQdg8NTBlVL7KjXBqcrNTMCU/ECHb8m1xyXxyDAFPeQx+bDD15MvRqY7xgcbf6p24vpw+eOE5TR3mfd+VVOnrn83S6d04OLVqZSg7pd7F2iynuyu57dHKIff9s224jLV2XIt7nEvxZ4937FQDikLqIyQtVNbXJmzQJJqmiJpVKpearABCckCI4DtyXLFlKNTU14uMjR44qX0zvvWmxWCyUl5cXypeHKGojldxXJXtAv026EUZADw06pf/jliqRHf3r76spGfFsYJ6K0ZIO9w0z9PJ+0mhRj5nF6obat9N98/vCe3a20eN/raAPnzpO00ZbfUp2//uFEsj/vMI3kFet3eLtB6JmvbVusrTwwA1KF61UAnpvczyA+NTWnaHnYNVFCOiDydJz81S+5gJA8EKaC8F75Wtqapt8jMlkEll70DaU3JNPOdz+w3pq39ZJ/XvYRWYv2H3CkNhGDrRSdqZyg9G1A2dY+f3ker2E0uFezbxwZjwrwxWbPfQayNAfOGIQ2xT0es66B87Qd+9op+suqKGTxvsG4pXVOvr65zRauDJF/DybsveQQTw+N9sl5rrzQozZou3n6mRp4WHdViMdK9fTgSN6kbUf3Nsufi4YYwXxhic35GUr141gtyglM14o7tLe4RldF+0RpwDxLKQzTEVFJbVr13Rn+y5dOos99qBtxQXKybPWrGv2RjEZrHNn6fnGe/yw+MhuQeTJmc7UFKKivOQrCQylw72KA0y1IijaDSfzc7zHXV0Xm5tqm11HR8uV/7tHJzsZ9L4/g24d7PTInyro46fLfIJ5XmR9/+t0umdODv24LDXIc7TOU3bPz9XRg7V9HsvLdtKg3krVwqFjejpWztUMOlq40ttkF83xIB7JPSwwsq55cgKFA3oACF5IZ5gNGzbQCSeMoKFDh/j8vcul3KScdNKJNGjQIFq9enUoXx6ixuXpcp/s2Xm/++iHa/tGGKLFRVMbdAxv524Ol0zkRkUtKbmXs1NGo2/GPBoK87zBc22MMvRy2T0H2WoWqkt7Oz38xwr6ZE4ZnTzRIhYSWXWtjv73TRrd/XQO/bAkVSwItASXrasmS030tIjPswZ94/3/S9eayO4uZjh9qhkluBB3MIO+NbPok2/RHKA1Qqpneeutt2nixAn0+uuv0apVq2j37j3i73/zm/No+PBh1LNnD3I6nfT662+26uAgsriEmG8u1SZXQLRzn4Hq6pVmTOOHWUUmzd8+VUgefbhbeJHvzUX7Yiet2UzJW3Lfwgy9z+i6AieVVXj3lEeauoBgtijl/7Gy77CBhvVTMtHTRtfTFWc76JTJ9Z5gVg3kv12USj8ta3kQL9u800hWG5f8KuXsumdd5HJp8zwmN+5bJy1E1Jr1tHqziYb3t4k+CLzP/tvF0qB6gLiaQa/N15+WoNM9QOhCWjJcsOBnuuOOu8S4uuHDh9NZZ50p/p73zPfq1ZMOHz5Cf/jDrbRy5cpWHBpEmlw2XIVxKoLTpaMN25WbypwsFw12l4JC8vLXWEwd35ZMQt1DH+vRdfnuOfS1MSq399cY7+aLa+n0qd5gnisHPpqnZOTn/5LWqmCe8b/noJ5xFZZWx3AaDS6aMFypIKgzE+3Y67vQs2gVmuNB/JIXgjGyrnly5Rdm0QO0TMgdJz766GPx1rdvHyopKaXMzAyqra2lffv20dat20L9shCjhnjJPrKuYbf7Ef2VQH7iCRZasdF7UwnJp2G5fbJmDzqoM+hdLW/wxN3ZYzG6jgNGXphTs9+xxBn6hrh3ybzFqfTj0lSyWMN7fFy+PrCXEshzll7tD6IlnH3nZonqeZcXVGWbdxjpeKWOCnJdNHaoVexJPlwWveoOgHD0KGJoitfSkvvku8YCtEarW0hu3LhJvEG8z6BHOZhqwzbvy2LSCCs98XpMDwdiqKTIQf3c2c1j5ToqyleCj2TO0FfXtLyBZkWMMvR57uw8q47h/nl1UePgUT2VtnGKbPS8X9LoxyWpVB/mQN63fN3sCejnvJ1FWiOPB5X3/at4zNfiVSk0e5Kyz/6MaWZ6/j3tfR8A/pRIGXq5Sgn840VNPjdmpCOgB2ipsJxhjEYjZWZmYkxdnCnyGVmHi42qpk5Puw8oWaBeXew+nWohucjzsX9dw1lU32x1skhNcXmay7W0IV6jPfRRfD35jKyrjfU5TkeP/yeL/v3fTLrr6Vwxhi5SwbxadbXnoHIe69tNm+cxdVydw0m0Ybv//MIvq1NFVYja7T7aUxIAWjuDnp+/6qQPCC5Lzwu/DaeBAEBgId/hDBo0kB577BH66afvafXqFbRkyWJat241/fzzj/Tkk4/T4MGDQv3SECU8QkqF1WNfcnMmdLtPXlOkcvs1m7n8V+8ZqZNMgYU8QqilI+saltxHM0Ov7p+P5Qx6GTd643NLfZTmwstd4+Xmc1rAHf47t1OeV7x33lzv/3nFrzm1H0CHtk4aORB9TSA+lLjPdTW1OjTXDdIx94Kx0aA0UAWA4IQUxc2YMZ3efPMNmjXrJCoqKhLN8bgRXmVlJeXn57s//zqNGzc2lC8PMQjoMbbO17qt3mzRRKksFJJHZrqTRg1SUvLllTqxB/qYe5Y4dw9XRz4mg/ataIjH6up1ZHPHYdHMFPPeay0F9NG2douxyeaOsSQvMMgLD/4sWuntY3LW9LqIHhdAOHB2ucDdeBgN8UKcRY+ye4CghXSWueGG60iv19Fjjz1OY8aMF29Tp06nsWMn0KhRY8Xf6/V6uuaaq0P58hAlbaSGLWiK52vvQYOnidaYIVbMQE5C44by7115f40IOHQ+5ebJVHYv72cMpeSef3bqOUaezRzNDH11jLvcx8LeQwZPqS8vTqWnujS5nUWuiPJnzWaTaCDIZoy1UE5m8iymQXwqzHOKLHPDCiVoGhrjAYQmpDucLl260OLFv9DLL78isvKympoa8fdLliylPn16h3hYEA1qORPvCw53h+V4x82Y1rub4/FM+uH93ZunIWmo+3vVgCKZbzZaM4NeVe6+qc3JdFFaiisGe+iT8Ryn82S/U1OIRg/RRpY+O9NJw/opJRtHj+vpcFnTzyluwrhkjff7mD2pPirHCRAqeWsROtwHD7PoAUIT0lmmsrKKjh492uRj9u/fTwYDxstomVoyjIZ4/vEYJdVE96xkSJ5ySTWDWG8h2rrb6LO/L9luNtoXO1u1hz5WjfHypYA+1mPrYkXuHj95hDbOY+OHWT3ZS2XBofnfzaJVqZ73MZMe4qUhHkOPouDJW7ratUElDkCwQjrLLF68mPr169fkY3gv/b59+0P58hClrtXZmUqWDCPr/Nu4wyi6L2uxoRRE1pC+NsrN9s7HVhsayTcbcpCb6Dq0VUb3sfIQA/pKKUsVrcZ4BT5N8ZLzppobyllt3qoTLTRznHRCvd9+JU05cMTgmT7CXfv7dENzPNAuuaFbOQL6oPlWwXmvOwDQtJDOMq+//gb16tWTRo8eFfAx3bp1pV9++SWULw/RnkGPi41f3HV55z7lBrJLewd1LMHFJVlMHeW/YZfPHvokej6UuhcvuHmmzR7aAmCFNLYpWhl6tSlVsjbFY/z7UrvEc1VW/+72mFe/qBVPZgvRtj3BBfQNm+OdPQNZetCuEjlDjz30QeNeGep42PZtk2fRHKC1Qork1q/fQC+88CI99NADVFxcTLm5uT5vvXv3pk6dOtGnn34m5tPLb6ANbaTVY2Togx1fp41yVYg0F01zB/RcoaH2UlC7tXMJPmufJE3xuCGkmm0Kdf98w5L7qGXo3SX3fIMY6kJEIlCaOjbuDRELg3t7q182bvdWvwRj2foUT7XBKZPqRaUZgBbJzT+RoW8Jnec6w4siWqgoAogHwS+NS9566w0xrq60tJS+/35ewMe9++47Ph+7XC4aMGBwKP8lhFmRlLnCHvrAuNz6jGn1nvF1b3+eEetDggjr1sFBHUuVYH37HgPV+czHVjrdc+agpMhJer2LnAk+X1ieQS/3EGjVHnppwkY0utwna3ZetV4sTJo94+vmvJ0Vs2ORFxTk/f3BqLfoaOVGE40aZKOcLBdNH11Pn/+UHoGjBAhnhh73WC3B19jSNk7RALMw10nHKtCPCyAiAX1JSVsRnB84cCCUfw4ay9AjoA/swBG96M6dn+OikQOtojt3PSYCJDR5Xrec2VSpAT2PtOPM9aFjiX2zEY4O9w239kQjQ8+LLblZrqTeP6/ikYF7DhqoU6mD+nSzi2AjVs9bNaB3uog2SNUvwVq0MlUE9GpzPAT0oOWA3lxPZLHhniH0WfQI6AEiFtBPmzYzlH8GGuxwz1By3xSdyG6NH24Vq8UjB1npp2XebsuQeKYE2D/vbx89B7uJHtDL3fzlpoAtpc5DZyVS1j9SOJjX65O7w72Mn8sc0KvVRu99lRGT5ordOyrHsGufIaSFlm17DGLUHS9Kc2DPX3Pf4ZBuZQAixLtNSa5MghAa47Vx+L0OA4AvnGmSVBup5BUZ+uDH100agW73iYz3XPMeX3bwqJ6OlRuaDOiTYXRdO6mbf2sy9LxXWg2s20oVQlGZQZ/kJfds7Raj3yqUaJp0gjXkcnsvHS1a5W2Od+Z0zKQHbeEeEZwAYBUot2/dLPok6VUD0Fo40ySpNnKGXsqcQWPcIdruvqZwZotX3yEx8e9Xzequ2ew/4JDnsHdIgpsNueReXsxoTaf7wnyl/0A09s+zmlpc6vYeMnh+/qMGWSk9Nfrnsckj5XF1oWfdfl2dQk73r/fMaeaIP5cAWqKtNMWjHAF9i/lUwUWhmgsgEeBMk6TUcjAOVHlMCATG+9+27TZ6spVqySgknqmj6pvcP9+w7LxdEgT08qJFazL0crbKaPDNoEeC/PWrkaEXmW21dJWzh6OHRDdLn5HupBMGKNUvxyt1oj9Ja3oCqNMn2hY5aewQTCAB7ZB7hMjjOiGUWfSJf40FCAcE9Elecq+UwOKC05x1UvOmCcNRdp+IeASWGhjw62L3fv9745Ov5N7hKVu3trK5UzRH16HkvjF5L+rkE6J7HuPXFjeS9B5H634nctk9N8cD0GKGHiX3LVddoyO7PXmusQDhgDNNEjLoXZTnngMsd56G5sY+KbCPPjGN5jLkNG923hUg4DBb9FRXnxwl90aDyzMRozUN8fyOrpNueiMh3yegx3mObdll9Mxxn3yCNaoznuUFhNaU28tfo8rd0JV7AshbLAC0k6HHuael+NqrblXgLvfY5gjQPJxpklBhHu9fVd5Hh/vgHDmup6Plyg9tWD8bZWXg5jHZutvL1OCWy315gSxRKd9f62fQqyqrvOebSDfG88nQo8u9YLPrRE8QddJJ/+7uNFiE8cLBJHdAb7EqCwut5XTq6Nc1SpaeM/+nTUGWHrRBXqxEQB8atRIuM907fhQAAgvrmcZgMFCvXj2pd+/eZDJhzERczKDHxaYF4+uUm1CjkWjMYOzZTCQccKidv202ok07mg441OCW94IXR2GmuiZG1rVy/3zjDH1kf25yxhZ76Mlvbwh1JnykDehpp4Jc5aacX1t2R3h+H4sbld3jxh9ir6RIytBLi5gQPLn5bCnK7gGaFdId2pw5T9GVV/7e5++Ki4vpiy/m0kcffUAffvg+zZv3NfXo0T2ULw/R7HCPkXUhja+bgLL7hDKgh11kLNmmnUaRyWxKWYV3f30i7/GTGxKFu+Re3mca+T30OM/5K3eP1vg6udw+9HF1jR0uM9D2vcprkZuVDnKPnASIpRL3uc1mR9PhsIyuS+BrLEC4hHSXM2jQICotLfX5uxtuuJ46duxAv/66hJYvX05t2rSh6667NlzHCWFUlO89OaLkPrT9p5NGcIYe2aBEIQc2gcbVyeTgNpH30fuMrAtLhl4XtYC+0B3Q8001l3mDoqpGT7sPKEFwn252KilyRPX1JS+MhsOilVKWHjPpQQOK3Rl6pUcR7rFCgU73AC0T0h1adnZWo7+bNm0KLVu2jH73u9/TJZdcTlu2bKXBgweF8uUhihl6vrmD4HCZqLz/lG+GITFMGa0EAk5XcBlEObhN5NF14S65N9dzp3zv/vxoNMVTOtzjplom94hQ97ZHCi8Y9O6qnCt5ISHc15yVG1I8CzazJtZTRlriboEB7UtPdVFOprLYX45y+5D5jIdtg9c0QHNCurKmpqb6fNyxY0fKz8+n+fO/9/zdli1bqKCgIJQvDxFWJO+hR4a+ReTsErrdJ4b2bR3Uq7MSuPKouura5k+LyTK6jn824Sy558BanaxRHMGmeNwTIdc9yQMN8Rpb5+4HEo3xdRNHBN9sMhQWm46WrUvxNNCaOQ7nZYgdNMQLD3kBGXvoAZoX8tlGJ90jcSbe5XLR6tWrPX9XV1dHKSneUjjQjjY+Jfe44LTEemkevXyjCvFLDmjkhmFNSZaSe3Wxos5MVG8NT2Cslt1nZbgilk3lDBk3LGTBLNAkm72HDJ7fwyge15jqikq5vbyQEE7yTPpzMJMetDKyDjPoQ8bNBB3OxL/GAoRLSGeb+vp6nyz90KFDyeFw0Pr1Gzx/xwE+aJOaGePy4mpk6FvkeKWBDh5VXjaDetkpLxulYPFuqrvcviUZRA5u1WZHchY7kfA4PrUTfTj2z/u7yY1Up3vfGfQ4xzWm8zzXU1OIRg+JzOIkLxTwggGrrNaJhYRI2LXfe14e2tdGXdtjOxTEhtwbBBn60DldXM2lnLvbtUnMayxAOIV0tjl69JjIymdnZ1NJSQnNmDGN1q9fTzae9ySx23FR1fLYuto6nThpQmhdovV6onFDkaWPZzmZThrRXzlvHSvXe4KCYKhl9xyUGg2Jt4CpfF+NtxiEt9N9ZAL6Ap+Rdbip9kdevIpU2T0H87xgIP4/cd6M1PVG59Mc76wZyNJDbMi9QTCyrnXU6w5vn0JvDICmhXSn8+uvv1LXrl3pl18W0vz531BhYSF9/PEnjR5XUVERypeHiHJRYZ5yYsT++dCg7D5xjB9u8QStSnd7XYtvNgx6pfFXYo+sC19m1WcWfUFkfm7I0LdsageXxXPfgXCTG+5FYv+8bMnaFLK7n06nTzUn5CIbxFmGHiX34dtHj8Z4AE0KaUPbI488RkajkQYMGCBK7b/9dh69++77Po9ZuHARHTx4MJQvDxGUl+0ik/u3jnKw0Gzfa6R6C1FaKtGE4VbS613kdCJoiPtxdVtadjr0aYzX1kn7DlNCkZv9hbPkXi2jjGiGXg7o0RTPL5tdR5t2GGlQbzsV5rloQA97WGfE8+LxZPfri4v31AkhkVJTp6e1W4w0tK/y/fBi63e/pkX0/wRoCCX3EZpF39Yh7r0AwL+QXh3V1dV0++13NvmYefPmh/KlIcLaSBkxjKwLDQfvG3coN45cCjawp41Wb0YDyHhjMrrEggyrq1cWakIN6BNxTq5Phr5SF6E99BHK0Esl9xzogX8cwHNAr2bTwxnQ9+1m9/Rr2bzLKBYQIm3RylRxXmZnzzAjoIeoK3GX3DudqIIM7+i6xLvGAoRTSHc6N910Iw0bNiysBwLRn0FfiYtNyNZLN74TR7iHIENcGdbPStnuecH8+2xplUWij67zLbmPzB76SDXFK8j1lltXo+S+2X4gDatVwmFyFMvtVbzQqs7+njDC6rOADRANatVRdS16FLWWXBmWiIvmAOEU0l3ab3/7GzrrrDPCeiAQ3YZ4rArlYCFbv10O6LGPPv7L7U2tLgdMNPL3FM6meLyQyBM2WElUMvS4qQ6Eq7R2H1D6I/TpZg9rLwi13J6t2xadgN7l0tEvq1M8vS1On+qdYAEQady3Qd3uU47982HeQ59411iAcArpjLN27Trq2bNnWA8EogMZ+vDdCO89qLx8+nW3U1E+LjbxxUVTRysBBzfS2iAt0AQr0WfRq1UHZgu/he/mlCsh1H3tkdpDX5jn/X1gD33T5Oy53MSuNfh8OKCnUvq+77A+qs3BFksz6bnsnl/rANG6v+LpN6xC6hUCoSmXAvoOJYl3jQUIp5Cusp988in179+POnbsGNaDgcgr8gnosYLcGnLWSd2LDfGhVxc7tS9WXgtbd3OTw5bffFls3sA00UruudGjuhc0nOX2DRvjFeTxDbArYiX3vFhjDuF3m0zWbjWGfXydvA0pWuX2qrIKA23eqVQddCp1eMZSAkSa3BMEHe5bz+7QefoQtEOXe4AmhXTG+fzzL2j79u30u99dFso/hxiSM8lo2BLGffTDUXYfr+X2a8W4utbt8eOtLNxkL5EyTeo0jHCW26vK3dt9eGSgOkYzEmPras18jsN5rin7Dhk82USeG5+e2vrn8eQTvKXu66Ic0LNFq1I972MmPcRkBj22NIaFev3hZFSKKXGusQCa6HI/bdpU2rRpM5133rlUWlpCTnVDZAMul4uuv/7G1h4jhJHadZihy33r7DpgoNo6HWVmuGjcUKvYP8cryqB9U0dJAX0rOnvzzUbndg5RZsl7/PYcNCZgh/sIZOil7FXbAicdPR6+OfdcYq3uoUe5fTB0IovOVUapKUSjh1jo+1Z0h+eb7rFDrJ7GYOoe/WhavckkJldkpBGdOK6e/v5CNqYdQMRhBn348aJ51w7Kz5V7fCTKNRYg3EJ6ZTz11BOe9ydOnBjwcRzQgzab4pnrlTnE0LoGTOu3G2nkQJsI6of2tdHSdRhfp3Xc+Vre39uagPVYg9F1iRjQRyJD79vp3kEUxqZpWRkuT3UBOtwHRw3o1bL71gT0IwdaKT3N20XfFYMKCb62LV2bQpNOsFJaKtHJE+vpva8yon4ckFzkniDYQx8eDZvPJso1FiDcQnplXHrp5WE/EIhuyT2y8+GxfptJBPRqt3sE9Non7xNe04py+0RujNfO3V8gUhl6+WY33I3x1C7TrLoW57lgbNllJKuNs+vKdpR7dS6xYBkKubHeOml/frQtWqUE9OycmWYE9BBxyNCHH2bRAwQnpKvt0qXLQvlnEGMZ6U5RgsjQ4T48Nm43ihFcep1yI/vYa9mxPiRoyf75Vu7vlbPXchAc79pHO0MfqZF1KLkPOqO9aYeRBvW2U2Geiwb0sIe4FcXlWTDjhoQbd0R//7xq3yEj7T2kp44lTurfw069uthoy67YHQ8kPrWRKMMe+vCQF5QT6RoLEG444yTryDpcbMKi1qynXfuVPaLdOzp8SpVBe7jh1+jBVk+n9b0HW7e/Vw52E6nTffu2ypaEiO2hl84/kczQY9908OTFLXmGfEv07Gz33HTz9AiLNbYLKotWSs3xpqM5HkQnQ8/NOLGlMTwwix4gghn6fv36Bv3YDRs2hvJfQMRn0ONGN1x4n2g3d9OWCcMt9O6XKO3UqjFDLKLxl1pu39r9vQ339yUKdaSfxap2ig+viiq55D7MGXr3yDpWgz30LRzDqQS9nGV/+q2sFn8NtcQ9Vt3tG1q6ziS63HNPhdOm1IsKKgRaEAk6ncvTo0g+v0HrJOq2NgBNBPT/+997QTe8699/UCj/BUSAerFhGFkXPuu3Gem0Kcr7k0YgoI+X7vZrwhBwcHDAr6WcLFfC3GzwjSl3E/YuWIT/XMGz4dU922HP0Esl92iKFzzuq8Id6XlqQ59udvEcOHTMEHJ/Cnm+fayY6/W0aqOJThhoo9xsF00bbaGvfg694R9AIPk5LnE+Y9g/Hz4Wm04sKmemu1ABCdCEkK64y5Yto0DxfH5+HvXo0YO+/PIr+vXXJaF8eYiQNtIMemTowzvHmcu3+YaRy7mLCxx0JKxjuCAc9HqXp5SYM8/cCCwcuOw+J8shFsx4ZJfVFt9BJM+FV6sYysojdZ7QiT2mPEazOMwBvTqDntWgKV6Ly+45oGfcE6Qli5N52U4a3FtpEHrwqJ7KKrRxDuTmeBzQs7Nn1iGgh4iQe4GUY0tjWB2vUAJ6vsYa9C5yOOP7GgsQCSHd0V5ySdNd7l944Tnq0qUz3Xrrn0M9Lohwhp4DUAgXHa3YYKIpo5Q5zndcXU03/yMv1gcFDXCwwVkUtZmh3aELW0CvzsnlPX67D8Q+Mxm2kXUR2D+v4rLU4gISN2rcsLPOrA9/Uzxk6FuEs+qnTPZm21sS0POUD737VxhaQ73I2LrLSMfKdVSU76LRg2ziNXrwqDYWGyBxlEgLk+hRFF58HepY6iSjgRdOnHj9AvgRkbPOI488Sn369KFTTpkdiS8PISqS9tBjbF14fbkgjardHbWnj7HQ9DH1sT4kaKK7/Zot4RsvKAe9iVB2r+6fj1RDPH9doNtKi43hbYqHgL6l1Ubl7v2/owZZRRPJkMbVaWD/vIr7ZCxepTTH4wWHM9EcDyKdocce+rA6LlX7JFLzWYBwisjd2tat22jt2nV05pmnR+LLQ4hQch/ZbvfvfZXu+fiua6opOxMjVrS4f97pVPoeRGRObgLcbMizfqMV0IdzdF2hO6B3OInqItDQL7HpPME4VxtxE8lgmIwuGj9MaYjH+1137tNWBu2X1Snida92u+ftNwDhhAx95MiL5olwjQWIhIiddfbt20f9+/eP1JeHVpTc22xE9aFNJYImcNn92i1GTzXErZdVx/qQwK1zO7unLJ6DjXCOMzsmj65LgAx9u7aRnUGvqpQaR4WzMZ66h56D+dZOMUhGcrm8nHVvyrB+NsrKUIJkXixzurT1c+fFo407lHNzaRsnjR7k7cYPEP4MPQL6cDpe6T2fIKAH8C8iZx2j0Uh9+/Yhg0Fbq/TJTh1bVyVKw7V1w5UYdPTfLzOo3n2veO6J9XTCANw4aoE8Vzsc3e0DZegToRxQ/h4iGdBXSH08wtcYz+XZQ49y+9Bws0ieQKBuU+GpBy3pbs9jPLVo0UrvNhseZQcQTupkkIbnNmg9zKIHaF5IdaevvfZKwM8ZDHrq3LkzFRYWosu9hnBJJHdhZygHixweV/PJ/HQ6f5Zyw3jfDVV05k2FZLHiAh9LU+WAfnOYA3p5D31J/N9sqFUGHNRFMij22UMfppL7jDQXpSnbpT09LaDloxg37TDSoN52Ksxz0YAe9maa3Lk8/Sl4m8OGMG5nCXcHf35OZGcq4+tys524FkLYtC1yes6b5nqce8IJs+gBmhfSlXfkyBOafczmzVvogQceCuXLQ4Qb4mH/fGQtWMZjkqzUrYNDjIC65vwaevKN7FgfVtLicVpD+ykpx8Nl+rCPFORu+erYwvjP0Ls8e+jLIzSD3u8e+oLw/Nzyc73Z5HBuq0g2HPxyQK9WtzQV0Hdp76COpcrvb/seA5kt2vy586irJWtSaNoYi5gXfvW5tfSvV3BehvBQtw0p5zUE9OFUV68T20R5sbad1LQVAFoZ0E+fPrPJz1dWVlFtbS2FSq/X0zfffEmPPPIYff31NwEfV1paSvfccxeNGDGc7HYHLViwgO69936f//uGG66jc889h3Jycmjbtu308MP/omXLllOyaSPdMGNkXWTxvt23Psugv11VLcasXHFWHX21II0279JmKWqi43FaBn1ksvNyaXputkNkNNNSXFQfpxUZBbneDLfcGyASqmp05HQR6XVcrhqem7QCaWQdMvShW7eNXydKlRFn359+Kyuuy+1VPy5LEecDk4nootPq6Iuf0tzfK0DoMtOdYvymOo4Twk0nKuE4mOetDbwNyKWxPh0AsRbSHduBAwebfGtNMM+mTJks9uHPmze/ycc99tgjVFlZSbNnn0bnnfcbKioqEgG+igP5s88+i2666RaaMmU6zZ37OT333LMiuE/W/fMMI+si79AxA339c5p4n1tJPHBTFRnQWTnm4+o48xgJ8l7zeG7aE60O98zp1FGNO+gO1x56tSEewx760PE1YvcBpZKld1c7lUr7g5vqT6Gl+fP+lFUY6POf3OdlPdH9N1WR0YDzMrSO3NSTt91B5MruubqmMA9ZeoCGwnbmyczMCNeXoosvvojeffd9cjgcNGPGdHr66ScbPaZdu1IaNmwo/etfj9Lhw4dpz5499OSTT9FJJ51IJl5+J6JTTplNb775Nq1evYYqKiroP/95nY4ePUpTp06hZA7oK2twoxsNX/+cSgePKi+x/j3sdNGpdbE+pKSTYnLR+OFKwFFbp6MdERqndSxRAvoodbhvWHbPN2jhWPCSM/QouW8defFrYoBu9zmZThraV9nOcuS4no6Uab8R7vxfUmnfIeW50buLnS4/C+dlCGOHe/RliPjouvjf2gYQfiGfebjc/f7776P587+ldetW05Ilv4g/v/tuHj344P3Uvn27kL5uz549RKD+3nvvi487duxIaWnKirqsR48edPToMSorK/PZt5+SkiL+jfKY7uLvZPxx9+7dKVlH1jFk6KO3Z5NL77msmN10UQ11aKvsS4XoGDnQShnu08farcaIlen5dLqP46Y98o1SpDP0cnkqZ0vDkXWRM/QouW8dfr34K6uXjRtmFduKIln9EonKkDf5vOx+qlx7fg11aY/zMoRnBj0y9JEhX4+wjx6gsZDOPJwd/+ij/9HZZ59JpaUlVFNTS0eOHBF/lpS0pbPOOpM++OB/1L59+xZ/7YsuulDsm1cD9YyMdL+P47L52toan78zm81kt9spJ0dpdJOd3fgx1dXVns/7w9n9zMxMn7dEUJQv7aFHQB81O/cb6aelyrgk3pt8z/VVYpc9RL/cPtzj6gJlD+K5C69cXSAvUkSn033rb9IKUHIfNvsOGajcveAyapCV0lMbn7cmn1DveX+dtACgdXsPGUWmnqWmEN1/Q1VQ4/kAmsvQY2RdFAJ6jK4DaCSkO7arrrpSBNRvvfU2TZgwmUaPHiv2qPOf/PHbb78jguarrvp9i74uf81TTz2F3nzzLQqVy9X0RbmZT9PVV19Jy5cv8bz99NP3lHAl97jgRNWn36dTeaXyMx87xEanTfHeBEMkuWjKKCWgt9uJNm2PYECfICX3PjPoo5Ghlzvdh2F0nTqDnqHkvrV0tM69CMZB75ghvll63iIxcYRVvG+2cIf7+Ano2ec/ptGxcuU5Mry/jc6Zidn00LqRdQwZ+siQF5jlrWEAoAjpzDN69Gjatm0b/f3v//QpeWf88YMP/l10lOfHtcT06dOopqaG1qxZ2+xjq6qqKDPTt/Nuenq6yLBXVytZ+erqxo/hhQb18/48//yLNHz4SM/bxImJsd9ebTrlcCh7iSF6eAb9O194e0z89ffVPplEiIy+3eyerO/mnUay2CL3vOcRb+rWinjO0KsBPS+AVEeh10al1BE6HBl6lNyHl9zkTm5+xwb3sVFOlvKk37DNJLYYxRObXUdvz/VWAP7p8pqwjU+E5FLik6FHQB8JyNADNC2kM0+bNkW0YcPGJh+zYcMG0XW+Jfbt2ydK3DduXEebNq0XbzfccD1NmDCe5s/3HV+3fft2cRyFhYWev+vduxdZrVbRIE99DP+djD/mvw/EZrOJLv3yWyLNoa+u04mxahBd67eZaNk65eaY55X/7UouvYdImurOzke63J5xMFPlrnyJ3z30Lip17008XqWPynki3Bn6QndAz4srtWac51qLF8KsNu8+erksPZ7G1QXCo0QXrVSOPSvDRXdegy1REHqGnhMmWEiMjKpaHdnc56L4vcYCRE6IS4m6IErbW35RXLJkqciK9+nT3/M2Z84ztGDBzzRt2kwaO3YMPf74Y+Kx+/cfoJUrV9Jtt/2J2rZtKxrh3XzzTWL/PQflbO7cL+iii35LgwcPory8XLr00kuouLiYvvsuMcrog6XXuzwZ4SqsHsfM+1+ne4KMkydaaNII/42mIPwBfTTGaall9/k5LspIi78KDF5oUmcpR6PDfaOAXmrcGSr1PGc28zUKN9atZXfoaNMOpZS+MM9FA3rYG/Wn4OZy67fFV7m97KN56VTlrkaZNtpKM8fivAwt09a9GMlBJ847kaKjcvd2hlKRocfCG4AspLu2Y8eOUa9ePZt8TK9evais7BiFU3Z2NnXs2MHz8a23/pkKCgroiy8+ow8+eI+OHz9O99//oOfz3Cn/448/FWPvfvjhOzrttFPpuutuELPrkwmPcuIu0gwj62KH9/T+7xtviefd11VRRnr8BX7xgOdm9+mmBB88T7syCgtZ8ui60jbO+J5BH4OAvm0Ts86DxYspDA3xwkfuXq+W3XcssVO3jsrva+d+A9Wa43ehuK5eT+995T0vc5aex/EBBMNk5ISJct7B/vnIUvu68OSavGwE9ACykM4+S5YsoT59+tANN1zXaKQcf3zjjTdQnz69Rca9tebMeZauvPJq8T5n388553zP5w4cOCg+x1n9kSPHiACfu9jLeDY974MfMmQ4nX32ufTrr0so2RRJmS90uI+tJWtMtNGd8SopctItFwfu55BYXDS4t5VGDbKIG6BIk/f7RrrcXiVnteNxH71cxhiNhnis3sI9JhqPfgpFislFGe4KA95aBOGxbpupUVZebYYXT+PqmrJyo4lWb/ZWIvzpd773EQDN9SdiagYZotAYL46bzwJEQkh1ci+88BLNmnUSXXvtNXTVVVfRkSOHyWyup/T0NCoubksGg57q6+vpxRdfCv8RQ6s63KulhRArOnrn83S685pqSjERXXCymb74KY1WbVJG2yUabjJ1xjQznTW9njqWKhfgo8f19NbnGSIrFqnMudrdPpoBR7zPoveZQR+lDD2/Hvg5wDfFbVpZci83mqyuxY11uFTV6EWVS+d2Durd1S6qX6aMlMfVxX9Az8/Dd7/MoF5dqig9lejsGfWiC/6va5TRdgCBtJUaKSJDH1nyQjMH9BsiOLkGICkC+r1799I555wn9qyPGTOG2rVr5/kcZ8gXL/6FnnpqDu3erTSnSwTcQd/JmwUbcDgcohGf/LhA+N9bLJaQHsuVDzqdLmC/Al5ACfTYdiV8v6J0Wa8x8w2KN0NqMqWSTh/4ImS1mEN6rNGUQnq9IfyPNaaQ3hCex9qs9Z5eDwaDiQxGY5geayGXyxnwsdVmoi8WGOmMaRbS6+vpgRur6KybC8lFJjGlIeD3ZrWK55vyvRmDfqzBYKCUlMALBtxzws5tzVv4WL1eT6mpjW94OQM/YZiFTptaTWMG17q3e+g9z8E2hUS3XOKka86vpc9+SKO3v8ignXuVr834uduw8kfG/39Tj+X96yMHGYl0Rjpe6aD9h73P2ZTUJl5zDgfZ7dbgHut0kN3m+9iKWv4/ldddp/Ypntd3PJwjWMd2NvfvyOXTUTjS54iKOgcVFzkoM4OoMD9VlEAzs9n7WH5O8nMzEH6sZ2SdLoXqLOkBf3/xcI4I9Fi9wUhGY+DXPT8n+bnZ4sfqDeL3EcjarXbq3E6pJpo92UYjBpqIdCY6XqWjsqpMSkn1Ppfsdhs5Hco5QqfTkyklcFDssNvJ4bCF8FgdmVLSwvJY9XXPC0sfz0unC05Rvpf7b3TQ+X9KE1NK/J17mnt9tuR1Hy/niECP5esAXw8CkV/LLXlsMK/7UB7L106+hobjsSVtvD/fytqUJq8biXyOkF/3LXlsS1735VVGz31E53bea2yw9wbheGxzrzmcI/w/NpnPEfX13td9KI9t6vcn0/Xu3a/V9a/cmZ7fEqkrvIq/L55HH8gPP/xI11xznefjFSuWUkaGd0RZw60Kl1xyuefjRYsWiB4A/qxdu47OPde7vYC7/Ldv397vY7du3Uannnq65+PPPvuEevbs4fexVRV76bYbvaP4/nrfh9Sl2yC/j62uOk5/vn6k5+M/3v4W9eo7yu9jLZY6uvn33q9z/a0v0sAhgUf+XXOx9/iuvPFpGj5yVsDH3vT7gZ6b8EuvepjGTDg74GP/dN1Iqqk+Lt7/zaX30uTpFwV87B1/mERlx/aL98/6zV9o5uwrAz72vr/OooP7t4r3TznzJjrlrJsCPvYfd59Ju3cqoxdnnPx7OvuCvwZ8rGPv6UTmhTTn7Uyq1F9Jd999Z8DHXn31tfTjjz+J98888wz6xz8eCvjYm2/+g9iiwk48cSY9+eTjAR/7t7/dQR999LF4f9KkifT88/8O+FjuUfH22++I90eOPIFef/21gI91Hr2XXOVzxPuu1KFk7PxtwMduX/0Y3XP/c7RsvYl69OhBc+d+GvCxL7/8Cj3yiNIcs337djR/fuCvu2/za/Tgg0pfjazsAnr02cCv5cULPqD/vPAX8T7flD31UuDxmcuXfEkvPn2j5+Pn3tiWMOcIl20P/e3myZ797bE6R3BTVNUTT/wfnXTSiQEfO3ToCBrWp4JeuK+CdG2fJn3uBQlzjvi/hy6kLZt+Fe9Pmn4RXXDpvQEfO+fR39O61T+I98dMOIsuvepfAR/7wtM30oolX4r3h42cRVfd+HTAx3763z/R7GHKa73eOJMyu70d8LHv/Ode+nHem+L9Xn1G0R/veCvgYz9455/07RdKJV/nrgPpb/d/FPCxcz98iuZ+9JR4v7R9T7rnn8qx+/PN5y/Sh/99WLxfWNSeHnr8x4CP/WHem/Tf/yg/0+zsfHrk2cBbBfk8yedLxjdZK1cuC/jYr776mm655Y+ej3lqT6KcI/bv3y8aFavef/9dGjhwgN/Hcm+jsWMneD5+/fVXaeRI7zlDVldXR8OGneD5+LnnnqXJkydRuM4R6k04Xzv5GhrImDHjqby8XLx/11130oUXBj6fPPvweLr6zE3i/XXlD9LgUdck5TniPy/cRosXfCjeHzB4Mt3wp5fCfo4YN7ofXXx94HsDbqLN23RZjx7dw3Yf8dZb79ADDyj3Efn5+bR48c8BH4tzhALnCK9p02aIRu7sz3++la644ncUyCmnnCbGvjPe1s6T3lS8vbypGDss9UH8Hxw5ciThgvlE5IyzWcGJTp1dfvV5tVSUH39l2s05XqkTpavPv5vZ5OO6dnDQf/5RTu8/fpwmhrH7f7S6tScUV3w2z5RL7iG8eG9weZXynEhLTdxmVBjpCi3VJs973rFY8PyJ9PYfAIhghj6RqRn68eMn+V2wiIcymH/9qYKmjlSO8d5nsuhomfd4UXIf23Lak8ZV0InjlGNetTmNrrynbcCxN9opubfR8P42OmuGhU4cR5TeoFKNv9SaLUZatEpPm7a5xE2yv7K69BQnjR5ipQkjrJSfxc9JtUxNR0fKM+ndL9Lpw3npVF2nD7pUzqB30bcvH6OcTBeZLUR3PJ5JFnWQdoRL7tld11ZRQY5LBMTTftcmbs4R7PvXjlJ2houOVejonqdMUTtHjB9mEXuW2T3PZNPnP6aHVCp36em1dNsVNaLk/vVPs2nlxpSEOEdopZz2vJlV4rVKZCDSpYpmhnc+mUP2BovE8VpyL7+Wp4+pp9kTldfW5l1GuvRv+WKEH8pp/T82mctpH7zxEJ00XvlZ3PdsAVXUpCbtOSLSJfcGvY4e/5uF+NfMr8sLb/PNOqPkXoFzRGKV3HMc+vPPPzaboQ9qD/1rr71CoeCDuvzyKygR8C9P/gU29biWfM1gyS+Mlj62MKeGyKWcPI+X88nb+wK02YLPhrbksXKwE9bH8o2XPfyP5QuGetGI5mO//CmFhvaxiKZgQ3rX0+mTj9M7X/gvo2p40VCD8OaPwRH0c62px7YpcNDpJ9fTWTPMokGWh3tJcN9hPS1amUpL15o8+6DV5xrfbMiBFLNaiL5eQPTtQiMN7eui6WOc1Ek0znNRcX4N3XhhDf3+bBJB/ZufZdCeg0a/5xj5eE8YYKWcjFpxTOu3mnyCeeX/DP41F8pjy47XU0G2g3Izufwpw+84Ly2eI7IznZSdrvzcyo7zBc8UtXNEWbmVyFUn3s/P1pO/b1m+kQkkX83Qu6xUUVlPVosjIc4RMr4JtrpvhMP6WKej2ef72q0md0DvEL+vjduNVGdu+jnn73Ufnse6IvJYxo/96icXDe1dT+2KndS7M9F5M5308oeZUXsta/Ec0RQ5IAjnY4N53YfyWA645KCrNY8tLfK+xo5XOMjuMCftOSKUx7bkde9wuqiiyiwmUZQW6shsDhyoNrw3aPoYgn8sS+TH4hwR/nNEax/b1OJGiwN63isb6EUQaHVG/Txop8s9z2Z2oOReU2x2Hb01N4P+cKnScIr//H5JKh06FngVMZqMBpcogT97hpkmDLeKlXEZ388vWZtCi1el0N5DxpC3gSxfn0LL15uoe0cHTRtdTwN720mvU7L/F55iFtMAvl+SQq99nEkrNvguSsnUsVqxGqfFJf49Ozs8ne637NLH3wz6yug+9yqlztByx+iW8jTFE+e6+Pi5x5PNO43E62M8nYOtS4BxdU2dk3gR8U+X1xDfS13/2xr6dnGq30VFSG7q2LqaWp2o4oDI4oathXkOyslyUWa60++iOUAyCurqJDdMUHEg/957/xWND+SmDqA1LipyB/QYWadN2/YY6ecVJho/zEaZ6S6665oquv7BvIBBazR062CnM6eb6fSpymp4Q5t3GmjRqlRavckkFiXCQ0fb9xpp+94sapPvEKPnxgyxigCCb6qnjbaKt/XbjPTqR5n07aLUBjdQLprqHlfncJJ4XLSVVXAwbPOMgduyKz6CnnbyDPoo9x1Qm++x4kJHmMbW4VwXbvxaW7fVSMP62cnu4NdXfDy3Q7X7gFEsrk4bbaHUFKL7bqiiy+/Ij+l5GbRFr3d5Eibl1XheRHvRnEfXbd2NgB6ABXXHu379hoCfW7dufZOfh9jivcRqRiVSM7+h9Xhc0qBedrHqPHmklU4ab6Gvfg68pysSMtKd4v89e0YdDenTuAyPm2JxJv6X1SnuwDVyjpYb6L2vMmjuD2k0bphVZN5zs5WFhf497PTonyvp0DE9vfFpBn3wbbqYO87ZfXXW/fY9BjJ7yv6jRw6GuVw3XrSXjlWe9RsNvNDIE0F50aakKPSfWaEU0HM1EoTfB99mUE1dPW3aaaSq2sS/nvD5Z0gfq1jUHDnQJiqV+GcAoC4iqtthMYM+OuSRqu3aOGnr7pgeDoBmoH4swbUp8N7kxmPn6mRhtujpv1+m01XnKnuJ77i6ihavTonCIoyLhvblBndm0dgno2GDOwfRms0mWrQyRdzEB2rYFym8F//bRWn03S+pNKy/jaaPrqcOJcpzmoO/P/+uhq67oJY+/DaddDpvJQEfcyzIAX0HKesdVyX3Uc7QO106qq7TUW6Wy1O+Gor8XOX3X1ePaR6RwkHLu18mT0Brteno7c8z6MYLlUZEfL75cVkqHSvXxpYoiK220vkKAX10yNcnztBDbJx7Yh317mKnZ97JElNQIPYQ0Cc4eRQaRn5o2+pNKbRqo5WG9LVTQa6L/nx5Nd35VG5E/i/eg3baFKXBXbcOjS+KB47oaaG7wZ0W9qhx74ela1PE8fTsbBdlsAN7KVUEvE3h4tOUhRC5gVfMswfFQXZb01jJvfw9RHMffW6WQ2S8eFJBKL0+1D302D8P4bRph4l+WW2i0YNtlJ3pojuvrqZb/slboiDZtZW2CMlbhyBa11hH2HsG5WY7KS/bRVkZTtq6hxt/4vfa0LB+Vrr3+mrxfq1ZR4+/nh3rQwIE9MmWoceJSeu4zLx31yrRDO7M6fU098c0+mV14JEuLcGB0vhhVjp7Zh1NGmH1lAqqeMzbsnUpIhu/5yBnoLSY5dTR1t0m8cb7raeOtNDowVaSJ/gdPKqPWQatokpHPC2Qmwd2aBs/JfdqNQH3HuDvIdp4/2kn8RzlRUgnHS5r2e/PZHSJYEttTgUQTlwBxFt9+Dk2Y6xFjLWbtzi6W6JA6xl6nHe0FNBzfwPecsoLvfyW5/4zP8fleZ//5EVkfp+39PHjZbsPGOjMmwrJYsXvVnbZGd7RaQN6BdexHSIPAX2CUxu2MDTF0z5edOExbdzZnXEjptOvL6L6VlxQOpUqDe7OnFbvs8Cj2rrbIMbNrdwYzgZ3kXekzED//TKDPvshjcYPt9LkEyyUlemi+b+EZwEk1PLximqd2HMrZ73jpeS+slonvodok8tVuey+pQE935ipuHwfIJy4Sun9r9Ppd2cplUCcpf91TYro3QHJq20RMvTRxuXdTheJKTiDetnoj5dW+wTraqDOwXmQ074C4vG83Gj3ywVYvFN1LLHTlJHe8W+9OsdPJWKiQ0CfRAE9muLFh8UrU2jkQKvo5MpZXh6Z9NhrLStpSktx0cxxSkn9CQMar6By4MbN7bjJHTegi/eb7a9/TqNvF6ZSepor5lsEjlW4x+pkctbYqfmbfm6GqDYcjHaHe3/nJi5jXUst2zJRII+s0/jPG+ITj9UcOcBIA3rZxcLorZdV073PRGZLFMSHYmmBvBz3V1GbtlFdoxPXLG48e8XZvtvtQlFnJqox66m2Tunn4nDoRG8hxpN+ENB7XXhKnc9CCW8P5SqHWGzVgxAC+mefnRPwczNnzgj4eZ5Df/31NwbzX0CEtJHmOiNDHx9cpKO352bQ7VdXk8lIdOkZdeKCsmF7c0GOiwb0sIsgfvakesrK8C0f41JwHjvF4+Y2bDPGJBMbSfz98H6uWCvjBZIu7ln0xQ7atFPbFzruFKyKVUDvM7rOTxVJc/LR4R4iTkfvfJlBd3epEmPszj2xnj7/MZ2WrkuJ9YFBjJRKGXruAwLRsWmHkUYN9l/qzVsHa+v04jrAAXqNWSf6qoj33R+rn+e3OnPjqjQduej+m6pEsDp2qFX0okIjTBJ9Bc6aUd/o73t0stOStTgPxkVAP3nypICf43n0gT7PAT3EFvbQx6cjxw30xU9pdPrUerGv+IEbq+j8WwsazF1XcBOXUyfXi3FzvdyBpOxwmV7si0eJaHSUNdjjt2mntud186KDKlar7LxNQVUi3SSHNIMeAT1EcGvIx/PT6fxZ3i1R2GObvNq6x2zWW6hV2+KgZXjSxuotNlF2LwJ3szeAD6Whqr+kCt8vzZpgEfdfp0yqp9c+zqRkx2M7uQkxq67VefrWIKCPo4D+0ksvj/yRQESo2S6+4PAIHogf8xan0oj+Vmrf1kl9utnp0tPr6OUPlYsKj2gbM9gqsvHc8T2lQcxosRKt2MDj5lJpxz6tNrhL/LE68TC6rr10jJrI0Icwuo73TqrQ5R4iacGyFDphgJW6dXSIPbbX/qaGnkCX5yTkomJ3BSS2M0aXxaYTU4EiSQ3o2RnTzPTaxxlJfR/FTZUvOtW7veHjeWl08enKwiZPHoI4CeiXLl0W+SOBiOCO0Qwj6+IPz9J+87MMMfuY9yzxXvp120w0vL+VzppuplKpVFrFwTvvwV++IQVZoxgpi7M5uaVtYp+hl8tV5VFQoWTo0eUeIomzd2/NzaC/XVktJoX87sw6+mpBmuYrcSC8ODvJ02gY5nAnnqPHDbRjr0Es3HE/I06q8AjLZMWJI+5ZwNZvM9KqTSmegL5XF3S61wKchRJYeqrLUx5Tif3zcWnPQSN9/6vStZ33bb7yYDldf0GtTzDPpU+czX/g39n02KvZYo88gnltBPRy9lurtJCh53JVrippOAoqpIAeJfcQYYeOGeirn5VojkdU3n9jlchgQZKOrJO2DEHi4Cy96oypjfeOJ5NLTvdm57/7JVVcs49XKs/7np34HgLnv1hDQJ8kDfFQEha/eBZ9WYXvDYPTqTS4e+H9DLrjiRz6aF66uMmE2OPFM7v7pdexRPsBvbotgEcByePjYlV2r5SxukJuileNknuIgm8WptLBo8pzjWfUX3xa67ttQ/yQK4mQoU/cyRY2dzX57ElmMhqSM2gd2NPm6fp/4IieNu1UirsPHFbuOTMzXFTq7icBsYOzUAIrykNDvETAvQ9e/ShTjJo7UqanT79Po7ueyqF//zdL7CMLRxMYCB8Xz6J33+ApJWquuCi5r6oOT0OhUFVUKf83l7GqzXaCVYiSe4gyh3tLFC+EsRsvrBEzmiG5GuKxWC6EQuSYLXpas1kps+eO9+OHeeevJ5OLT6v1vP+dqBhVrrEHjnqTSD2wjz7mcBZKYEVSh3uMrItvO/cZ6fYncum+Z3PEzHW5iRhoz7Fy5ffDW15ys1ya3pbDNyqxLLf3l+Vq6eg6teSey/b9TYIAiIRd+4304xKlLDctlejeG6o0v4AH4dFWqoDE9Tg5yu5Pn6bsGU+2SpQTx1k829mWSWM65YAejfFiD2ehBNbG3RCPoSkeQPTEyz56uSGePG4vFuRtQS1tjJefo5zrsH8eou2z79M9e0lHD7LRGdOSe69tUmbosYc+YW3cbvQkxCafYKHcrOQqLf/t7DrR/JP9tCyFbHbvc/3gEe81m0fXQWwhykuWPfTI0ANEjRwcy3PetUbuwh/rDH2oo+u4GVlutjobF5c0iP4IrXc+55FWituuqKaiPO2+5iE85EVHlNwnLqdLR0vdM9Z5PPBJE5JnwY4r+M47SalKsNt5ZKfSoFnFfZu4nxPr1QUBfVyMrQukffv2lJub0+RjNmzY2Jr/AloBGXoADYyu03CGXq4eOB7zgF4XUoY+z52dVyc+AETbhu0mWrLWRCMH2sQWm79dVU23/isv1ocFEVTiztBzoFOLyqCE9suaFJo2xj2TfqqZ3v3Su4CXyE6faqYc95bBZetNVNVgwZy3tx0t14uJD9062Emvd4lxyxBHAf2AAf3piSf+j0pLS5t8nMvlogEDBod6bNBKbaR9qNxQDQBiUHKv5Qy9BmbQ+8tytSRDn5/j3bNcgw73ECMffJNO/bvbRcfnk8Zb6KN5Fvp5hW9GCxKHuujI1Y8ud5MwSEwHjhho32E9dWjrpEG97dSlvV30z0hkOp3LZ3KHOj65Ie56zwE9j1XmqT67DyT2z0XLQvrJ337736hdu3Z05MgR2rt3HznVmgvQFGX8E4mxG3X1uOAARMvxONlD71Nyr6U99NJ2oZbMoK9GpgxihBeT3v8mnS47o86T3UJAn5hSU7zbfFBunxx+WZ1C58ys97y2n3wjmxLZhOFW6tJeuQ5v2cULGsaAix1D+9o9jfEQ0MdOSD/53r170Zo1a+iCCy4SWXjQpiJ3yb1ShoobXYBo4SY6vJBmMnrnvGtRhxJplnKMA/qqWh6bx3vifRtOBdsQj2FkHcTS8nUmOn8W7z0lGjPEKrJcPMYSEngGPTrcJwXu7n7m9HpxfTp9Sj099WZWQr+2Lz1dHlWXFvBxB+VO953sNG9xxA8NAgjpTFRXZ6YdO3YimNcwk9HlKUWVM18AEHlcgqkGyEoWXJvnynZtnJ6y0ViPe+ObI3UPfEv20MsZepTcQ6wbaG3dpeRJ+PrbC6OcEpI8VhMZ+uTADVc3bFNe27zgPHJg4s6k79XFRqMH28T7R4/rad2WwLlfztCrMIs+tkI6E61YsYJ69OgR/qOBsCnMk/bPo8M9QMz20Wek+e7z1ooUk8tTxRPrhngNb47552U0BPczy/cJ6HGug9javNPkeX/04MS96U9mbYvkGfQ45yTlTPqpidvtvuHe+aZ6RHDAz40hGRYwYyuku7j33nuf+vfvR7169Qr/EUHYO9wjQw8Qfcc03hjPZwa9VgJ6982xXu97DmtKAbrcg4ZsdmfoGQL6xMRNwFTI0CePtVtMVOeO42eOraeM9MTrH8YVb6dMUr5Jc73SO6C5qqRDZcproFM7h6gOhtgI6Uy0cOEiWrz4F/rjH28J/xFBWBRJTaUwsg4g+rQ+uq69hhri+e90H9zPDBl60JKDR/WihwYbMcCKG9xEn0GPhEnS4G1py9cpAW56GtEM9yi7RHL+rDpKcRcZLVyRShZb89dUtezeaCDq2gFZ+rhqijdlyhRasWIlXX/9tfTcc8+ITvf+8B77v//9n609RghBEUruAWJKHgOnxcZ4WppB7+/mWM6CNQV76EFbdLRpp1HMpOftNgN72WjFhqazXBBfkKFP7rL7CSOsnpn0n3yXTomCt+FdcLJSbs8Nan9YGtyUDiWgt3ka423Z5d12BBoP6J955ikRrOt0Opo4cWLAxyGg18YMemToAaJP67PoS90N8bQwg97f9qDiFgb0Vhu/YfESYm/zDiWgV8vuEdAnlhL3HnqnCwmTZLNzv4GOHNeLxogjB9nE1jW503s8O3liPRXmKRVFqzaaqDzIxSr5+0djvLibQ39n+I8EIreHHhccgNiW3BdrvOReMxl677kq2E73akCPcnvQik0iQ2UW748ZbKVn34n1EUEkMvQ8JtPpxHknuejEvvLTpij7zE+dbKYX3s+i+OdqMKouuOw8O3DEe//As+ghjgL6jz/+JPxHAmHVJh976AFiiRu02WxEJpPvvHdNltxXaq/kXh4NFQjP+c7NVjIKKLcHreAybDWLN6gXl947qa4ez89EYNC7qNCdMEG5fXJassYb0J8xrZ5eeD9TBPrxbNQgG/Xq4vBUIezaH3x4yCN6LVai1BR0uo8lnI0SlFqu6nSi8zNAbOg8gXI70VHepckMvVh4sGvjHFEp3SDLo6ECyc1ykcH9T3CeAy3ZtEO5ITYaiYb3V8rvITFGAqvnnHKMrEtKXIq+ZZdSZt65nYMG947/1/clp0nZ+V+Cz84zHmunlt23b+sUC5gQJwF9bm5u0G8Q25J7LkN1uXDRAYiFY+XKKTYtVbkR1AruvK3OoNdKuT3jjrpmS/BN8Xwb4uE8B9qxeac3w8Vl95AY2hahIR7wOLfUhJlJ37mdnSaPVM5R5ZU6sX++pfa7O92z7h21V5GYDEIquV+0aEHQj+3ff1Ao/wW0Apehqje62D8PEDvyOLh2xU4qq9BG8xxu5MOz3rVUbi83xktPdVJxgVrVoAtqZF11rba+D0huW3YZRdM0vY5ozBAE9ImiBCPrwN007jcnc2d4olkT6umfL2XHbVPWi09VOtsz7mzPs+Vb6qC0j54b463dik73cRHQHzp0SHSw94ez8pmZmbR48WJat259a48PQpCf4xJlfg27RgNAdMnZbx5dt3aLSTMBvUpLGXo161VS5BRVDTmZLqpqopS+IAcZetAm3jO/75CBOpU6qFcXu1hk19riGbTckL7e8mpk6JMXV5Ot3GgSe89zslw0eaSFvlmYRvEmN8tJZ0wzeybFLFwZ2kSOA1Knex5dB3ES0E+bNrPJz//3v2+RTqenxx9/MtTjgjA1xKtEQzyAmNHq6Dre56bZgF7al8q9QKqayLzLGXruOA2gtX30HNCzUYOs9OWC+LvhB/KZVvLb2Uo202Yn2rwrpFtoSBC/rk4RAb06kz4eA/qzZ5op3X3Yi1elkDnE5p0HpZL7nl3iv6dAPIrIndzDDz9Ko0aNpIkTJ0Tiy0OLZtDjJhcgVrQ6uk5p0qfQWtZQLmNtbnSdvIe+Gl3uQcP76EcPQtl9vPvDJdWixJp9/2sqKiCTHG+r4T3nbPwwKxXmaecaHwyjwUUXnaIsUPH2oO+XtKwZnowr6WrdVXI9O8XXzyFRRORstHLlStq6dRudf/55kfjy0Ay12RXDBQcgduRgWUuj6+TFBc0F9FIZqzqtI5B8lNyDhm3fayS7u/p0zFB3t0eISwN72ejkiRbPuebrOMzGQnhxd/df1yol6gYD0eyJ8dUcb8ZYi6fJ4/qtRjp6vDU9fnR04Kjek1TMzdZOE+BkEbE7ue3bt9PgwWiIFwvI0ANoA9/48XxWdQ+9VsjHclxjJfeVIWboEdCD1vA4yB373OOcip3UoS32lsYnF/3limrPR3N/SKN6C843QPTrGu+ec55JHz9cdOnp3lF181s4qs6fA1LZfQ/so4+6iN3JdenSmdLTMyL15aEJRVLZD/bQA2hjFn1JkUNMoNBShp5L5Li5j2b30EuLk80G9OhyDxq0aae3ESa63cenmWMtNNTdDO/QMT0tXBFa4zBIPEfKDLRzvxLI9u5qp95xsn98SB8bDeylBN37D+tp625jWAN6NMaLvpB+gw899EDAzxkMBurZswf16dOH1q5d15pjg7Bk6HGTCxDrWfSlbZyUmqJsh2ldWVt49s2ppezyWL343EOvLJBwWXM9YiXQoM07jERTyNMY7/2vkeiIJyaji269zJud/2heekhjvSCxm+N1ba90ij9taj098oo2ptk05eLTvKPqvhPZ+dY/pw/Kne47I6CPi4D+zDPPaPYxx46V0T//+XAoXx5aSc5qoeQeILbkPerc6T7WAT3vmTO4D6msQnvnh+paHTmcJI5R3d/XXJf7GjN/H9r7XgD2HDSQ2UKUnko0erBVVOm4EBDGDe5q36FEOc9s3mmgdVvR2R58LV9vonNmmsW46FMnm+n/Xssih1O7r3EeW8v759UYYdn68FScqHvoGQL66AvpzHTppZc3+fnKyirauXMn2WzxUXqSqGPr6sxEdod2TyoAyTi6btUmDXW4r4jt4oI/HOxU1+goL8fVTIbeRXnuxjsYWQdaxdncrbuMNKi3nfJzXNS7i92nDB+0ixt7XXN+racL+IffpmPhEBqpq9fT2q1GGtrXToV5Lho3zEo/LWv9nvRIufCUOs+iPh9nuOIEHnnHW+bysl3ugJ4r6PB60XRAv3TpsvAfCYSJy9PlHuX2ABobXSfNf48VXlRQabHkXi27z8txiJJ6Lnnl5mINZWfy55T3q7F/HjSMA3gO6NmowVYE9HHimvNqKSdL2dazZI2J9h1Gdh78+2V1qgjo2WlTzJoN6DPSnXTuicr2AJudaMHy8PaDOHDYQHnZdvG64e2/sa5ITCa4C0owWRkuSnOfRypQbg+gqYC+gwZm0ZdqeGSdqlwaXSeP4ZRhZB3E4zz6MYPR7CEedCq10wWzlX3GVhvRp99zdh7Avw3bjWK7GJs6ykI5mbFfvPfnzGn1Ik5gS9eaqKYuvPcAB+R99GiMF1VB/SZ5/Fy3bt0Cfv7EE2fSK6+8RN9/P49+/vlHevfdd+i8884N53FCkNpIN79VmEEPoK2Sew2MrfLJ0GtsZJ2qUup0H6jsvjDPe66rRkAPGsad0dXn9Ij+VlF1Atr2x0trPBVA8xan+ozTBGjI6dTR0nVK5Q03wD1xvPZG2On1LrrkNO+ouu+XpIX9/zh4BPvoYyWoM9RNN91IF110od/PnXPO2fR///cojR49itq2bUsFBQU0cOAAuueeu+i0004N9/FCCzrcY2QdQOzV1euoXuk/Q+21UHLfVvsZernTvdqRv+kMvTa/DwCFzpOlT08jGtgL/YW0bFg/q0/TsHmLwh/4QKLPpFfK2rVk0gkWT4PHTTuMPmPmwmW/PIseAX1UBXUX1KFDh4Cfu/baq8Wfjz76GA0fPpKGDBlON954MzkcDjr77LPCd6TQooZ4rBIl9wCamkXP3WV5lVwLGfq6eqJ6izbPEcGMrvOdQa/N7wNAhbL7+MBTCP5yhXdM3Wffp5HFhvMLNG/fIQMdcGeoh/Sxi20bWnLp6dKoul8js8f/0DGDaCDJeiGg115An5eX6/fvuQy/tLSUVq9eQ6+88hqZzWayWq00f/53tGTJ0ibL9CEyijCDHkCTs+gZl3DK22KizaDnzvHK/39co+X2rKJK53cMpyzfPYOeYQ89aN2mXd5GeGOGIKDXqpMn1NOAnkogwsHZ4tXhbRoGiUxHv0jPl9Onaqfsvk83G50wQKkMOlympw3bItPgkRvYlrnvd7p3tIsFMoiOoO7o0tL8lxsNHz5M/Ll48eJGnzt48CDl5ua09vigheRgAXu+ALQ5ui5WODjmWbnimDRabt/w3KUuQDRUIJXco8s9aF1FlZ6OlCnP04E9baLbNGhLaoqL/nBpjefjD75NF2M0AYK1dF0KOd0v7dOnmjUT0F5ymjc7//2vqeSK4Di5/e4qBd5eFMv7nWQT1F2QwWAgo3oX2CCgd7lctGLFykafs9vt4t9BDJvioeQeQBPk4Fnewx7LDvdabYgXbMl9vlxyjww9xIGNO5T7KL6dGtEf++i15uJT66i0jXJeWb/NSJt2YLwgtAxXxqqvc34uqVnxWCrKd9DJE5VqgTqz717/SDgod7pH2X3UBHVHV19f77fsnhvhOZ1OWrlyVSSODUJQVCDvodfuDTtA8na6j11AL6+Wa7nk3mrTkdldrdi2qPk99OhyD/Fg8y5vYmT0IJTdawmfT646V+kAzhnWj+ZhTB2ERg6YeSZ9rF1wstkzsWHBilRxfY0kudlej87I0EdLUHd0Bw8eEtn4/Px8z9/95jfnU3FxMS1fvoLq6rylHDKbLfYrU8lG3W9qsfIbbnIBtEAOntvFsARN/r+12uG+YZZeOae5Agb0DgeRuR7nOtC+LbuMnoZRY4a6R1+AJlx/QQ1luudzL1qZ4pNlBGiJNZtNngXpE8dZKD3VFdNtJOfPqvNcK39aGplmeAEz9JhFHzVB3dEtWLBABPM8Z/7zzz+ln376nu666w5Rbv/aa/8J+O/Ky8vDeawQhCJ3yT0a4gFoh1Yy9HJAr+U99OqeY3Wmb25W4IC+1szBPAJ60D5zvZ72HlRudnt1dlBhHrJXWtCtg53OPdHsSYbM/RFj6qB1jeGWb1Cy9BnpLpo+JnbN8U6dbKb8HOX6uWKjyWc7W6RwrxC7+9TWqwsSu9ES1G/2qafm0OeffyHe79q1KxUVFdH+/fvpjjvuoh9++NHvvzlw4KDI3kN0V+JyMpUXLvbPA2iH2aL3rNh3jGFA36FtfOyhbzyLvuHPzEV52UpAj/3zEK/j60ah7F4T/nR5Naktn75emIYmm9Bqv/p0u49V2b2LLpFH1f0S+ew8czh1ngagXdo7yGjQRmPARGcMdg/9n//8F9HkjjP1XGIfqMxe9eKLL4XrGKGF2XmG/fMA2sIBdIcSp+jazuPj+KIXbe2KlXNEvUX7ZeoV1d7j45/Z1t3ez3HWgzP3rBoz6CGObNpppJnjLJ6A/oufsFc7lkYNstCkE5SFlfIqXdSCHkhsO/YZ6Gi5XjSqHjXIRiVFDjGjPZrGDbVS947KYvj2vQbaczAyo+oC7aPn+w3eu9+5nYO2743e/52sWhT1ORwOOnbsWLPBPMRGm3ypIZ50MwwAsXfMnRHnDteBZqtHEo/PKW3jkPbPa/scIY+uK24wus5nZF0dFi8hfuzYaySbe1vpWDGPHtmrWNHrXfSXK7xj6j79Ll2USwO0ns6TpdfriU6ZXB/TUXXRXqj6//buA77Jcnvg+Ek3LWUv2VCGIlOmgCIuUFwsEQS3Fzfue//3uvdGUMSNoiDuCeL1ukEQQdlStoyWvUp3m/w/50mTJrQkpTN539/388mHNAmYvuZ98p7nOc85KT776Nuwj75ScCVk1R70rNADIWXfgcgq3Uev44On0m2op9sXaV3n071D1a5ZGAQdZoUeYUQDxo1b3WOBrmA1a8Q++qpywcAsad/KHWxsSY2U31fQpg7lZ5HP5+miMzIrdfJO60L07+7OPNl7wCHLkiv3s53qU+me1nWVI/Sv6lBi9X1W/SiKB4SWqi6M51cQLxwC+kOOEq3QH2aFHmEmeVPhxXWfLuyjrwpaefzWcYWr8x//t5q4QjxrCeFl74FIWfe3O7Bt1SRfOrWtvMB2nM/q/I+LYsXlqtzPdsruwu/lNgT0lYIrIcvuoeeLCQglvlXlq6J1nV8P+hCvcH9kyn3DI4ri1fbpQU9RPIRzYTwC+qpxxdB07yLIsuQoWb+FPb6wQnE8l/Q/Kdv739KuDb8urfy6EHv3R0hOQYH7dgT0lSL0r+pQYvV90lJZoQdCi++quG+1+crSuKEzrAJ6LXanfXNVw3pHrNAT0COMaXq3p+uFBvRa3wKVe6109bB0c1/HmM/+R2FCVIw//4rxBrbnDsiS6KiKOtddcmqPbJn1zD555YED3qKx8/+Mkazsyv+O1GyXHQX76HVbkXbhQsWq0Ku66OjS79mIi4uTOXO+lN9/XygrVy6TRYsWyNSpU0yVfV833XSDrFmzqsjtmmuuNs9Pnz6tyHOjRl0slt9DT1E8IKTsq+KU+zbNcsMq5V4vCA4V7I9vcMQeet+AnhZTCDdOl0PW/u1eEa6V6JL2LVnBqkw3X3pYqhW0mv9lSYzs2le51cdhH1k5Dlm6xh0L1azukgE93R0uyo9LBvbOkg8n7pOp9x2QTu3y/CYO5/5S8EGvAtsL9tFrUUDd04+KVaorodGjLwn6mg4dTpCPP/5QSktb5Y0cOUr69OknXbt2l6FDR0iLFs2L/LenTJkqJ57Y2Xvr2LGLpKamytatW72vueKKq/xe8/77H4gVeSpn5+WLpGcS0AOh9sXuOS99098rQ81Ep5zV130hoSuDqT4VaEPZgUPur6g6NV1+Kxus0CPcJW9kH31VaNcyV4aekeUdC+f8XHUBD+zht+Xln3avWT1nnZwln0zaJy/+56B0SCoMmLfvjJDXP4qXp16vLumZVTfhneqzj57CeBWvVJuG7r33P9K4cWN59tnnijzncDjkuuvGy/XXjzd968siPb2wqMP27dtl1arVkphY3e81LpfLtNPz6Natq9SsWVN++uln72NOp9PvNVZVr6BtnbsvMxe5QKjZd8AhCdVcJoU8KtIlefmVc54OOzPTm4K3YGls2LRmcle6d49rut9Ve9uq2n5F8cLjdwF8rdlcePl1cpcceeuzhCp9P/bgkruuSjMrhmruvLgqDXhgn5oZWuS1Vg2XnNo9x3x/7S+YrC5Nq8Wz+2bL9ZccljbN/eOarTsizATViuTokCjw6Pm+VgT0Fa9Un6jFixfLVVddIc8++7RfWn3Lli3kvfdmmDT4/fv3y803Tyi3N6qp9l27dpElS/4I+LpBg86WefPmmxV+j3bt2kqrVq3KtAUg1EVGuKR2DVeRYlIAQq8XfWRE0X3hFUUvAEYPKZwc/XlJ4WpBOFW69y2MV7eW+9g5XWQjITzt3BPh3RrX/cScCtxbC4/+J+VI36653lZeWv0bqGhaYX7RCvf3blSUyJABWaW6xh8yIFM+f3GvPHv3Qb9g/u+USJk6K0GeeC1RlifHhEQwr+hFX7lKFfldddW1Mnv2HDnnnMEybdobkpCQYFLhP/74I+ncuZN8/vkXct55F8r33/9Qpjen/+4vv/wk8+b9JPPn/yzJyWuD/ptnnXWWfPPNf70/r127Ti69dIy8/fY0Wbz4N3niiccCBvb6nP53fW/hoE4tp3fWmQr3QOi2sfGorLR7XRFo0sAdAK9aHyW7w2i/qG8ves+WIt8V+owMR6W34wHKh0PWFFS71/3cndsX1rhA+dOA6O6r07w/f/ZdtUrLkAJKm3avn9sLBmbKly/tlafuOCStmxZeN2zaFilTZibIU29Ul5XrNK4Jrc+zTlhmFMxdtKNOSGim3Ofl5cndd/9Ltm9PkfHjrzXF6+rVqyc7duyUCRMeMCvk5SE9PV2GDh1u7jdq1FAee+xRk87/0ktTi319p06dpG7dOvLjjz96H3vkkce895s0aWKK5F122Th54403i/039Pe56aYbJZwL4h1ihR4I+cJ4ldW6bsx5havzP/0eXitSR2td5wnoSbdHuPej790515t2v2RV+GTPhJthZ2VKUrN8byD0x2rrZmwi9OzYE2lW0ls0zjf73XXFOlCrRN2Sd/7ALLnu4sPStJF/Nt+GrZEy56e4ggnBUP4OdEjqrkhJap4vjeo5pXq8Uw5nEJ9UlDId2UmTJsuTTz4t9evXl5UrV8n5519YbsG8x549e8xN//1PP/1UBgw4NWC6/fz5v/rtvfel+/DnzJkrJ53U7aj/xiuvvCbdu/fy3k49daCEXUBP1Wcg5HvRV0brupZN8qRfN3fBrT37I2T1+vDqtXzAp1tHg7ruMS4uxuWtUJ1GQI8wRj/6ypFQzWkq23t8/K22qWPsQOj1pNetNyMHZcicl/fII7cc8gvm126OlOenJ8hzb1WXNZtCb0U+2D560u4rVpkjv88//9z8+dxzz0tGRvGBdHnRzIAo3YByFGeffaZfun1xqldPkMzMo6e75ObmmswA31u49aCnZR0QmvZW8gr9Jef4rs6Hzt660qTce1boa9OyDhahn++de92f4U7tck3gifJ39fAMqVvLXaNAV+Y3bQuviU1Yw+JV0aYLlbpgYJZJp/cN5EedkyFzX90jD9yYJk0aFo4FazZFysS3q8ukdxJl3d/hEcgXt4+ewngVq0Sjmu49L45WmI+JiTF/vvnma7J37z6Ji4uViILN3Pp4z559SvXG3HvZ4+Xw4XRTOb9Zs2YyYsRw+fPPpdKmTZI8+OADcuml4/za5DVq1Mhvj73+G23btpGUlBTJyMiUdu3ayemnD5TJk18US/egP8xFLhDqKfcVvUIfX80pw850b2DLyRVZ4LM6EC48betUw4IVelrWwUrWbIyShnVzJCpSpMeJufLT4vDaFhPqGtXLlysuci/M5OXp3nna1KFqaEeFVeuipMvxeVKvtlNO7pojv6+MkeFnZco1I9K933EeqzdEydc/x8nGMJ6AYoW+8pToUxIfH1+if6xevbpSXlq3bi2TJk00/2ZcXJxZVV+wYKFMmvSC2QuvFfWPTLf/9dcFcvhwYVqV7ut/4IH7pXnzZqa43cGDB+XLL7+Szz5zZxVYST2fglGHKIoHhKTsXIcJQqvHuyo8oL/gtCxJiHevACxaES2ZWeE30aft9bSoTnyczwo9LetgsbT7AT1zvGn3BPTla8K4NG/Lzh9/j/UrTApUtoXLY0xAr26//LDp2KLBva+Va6Pk61/iZHNK+AbyxfWib8cKfYUq0aelQ4dOUtmSk5Nl8OBzi31OW+L16+e/l37ixElFXpeamioXX3yJ2EH9gh70ihV6ILTT7qvH55u+6ppmVzE94V1yqU8xvJ8Xh++qlBbGi49zmuOlv5ffCj0p9whza/+OEqdT20uKnNw1W0QSq/otWcaJbXLlgoF6TN3tLefOY7IEVWvVumhJz3CYyfb2rfwD3GXJ7hX5rTvCP5D3zUrQRcYa1V3ShoC+QnE1ZBGelk7alzmNFXog5PfR6wW8poNWBK2c3bqgovP6LZGyfWf4rkp50u51la1most/Dz0r9AhzmjmzdYf7/GzbIl/q1qqc7hfW55K7rypsU6dVwcMxSwnWku90yO8r/TssLP0rSh5/tbq8+kF1SwXzR6bd16npPyGP8mW9T45NuVevxMz8OenLDIRFYbwmDfMr5At8zJDwbVUXrDBeHVLuYTHafkrbWanenXNkzs9ahR1lcXrvbOnR0d0ScNe+CPllSfjVEIE1aTq9bh3LzHbIdwvj/PaZW5H+fse3dq/Ot22RK78tD+9rklBV6ivJpKQkOeOMgVKnTl2JjCx+1lOL4j322BNleX8oEZfZh6PYPw+EUUBfAZXuj6uXLwN7Z3s7XixdE979lv1a19Vx+q3Q09MWVpC8MUoG9cv27qMnoC8b3cp055WF9ZQ+/V+cWRkFQoF+b736YXWxixSfffSahfTb8ip9O5ZVqoD+1FNPkRdfnCyRkZGmAr0G7krvK/1Z7+fl5RPQVwJNQ42OKrqaBSDUA/ryTz+7+JwM8cyx/rwkVpxhfiHrW+letyj4rdCnh/fvBiitYp2bp4GoSN+uWiBPr6n4bJfWxYMzvRkP6/6OlOXJ4T2pCYSzVJ8MhLZUuq8wpYr+xo//hwnmZ858T+655z7Tu139+9/3yKRJk00w//zzk6Rr15PK+/0iSMu6QxTEA0La3oM+vejLudJ9TLRLRg7KNPe13+2vf4R/mqnvJGWDuk6p6zPeHc4k6EH408KYG7a6L3qPq++U5sexj760aiQ45cbRhavzn3yr2Q6ME0BVSd3jE9C3dMeLCJEV+vbt28lvvy2SRx993PzcuXMnGTlyhLcdXEpKqtx33z3y6aefye7de8r3HaOI+nV8K9zzxQXYtRf94P5ZUruGO2Pqz9XRcsgCVeB124BHwzpO7wp9RqaEffYB4JG8KVqOb1W4j35LKiWOSmP0kAyTtagWLY/mOAJVLDvHIXsPOKRuLZe0aa5jHBlIFaFUV3sxMbGybds278+elHuPr7+eK1lZ2TJu3Liyv0Mc2wo9KfdAyK/GeWpdaFG88uTbqi7ci+EVv0KfL7Vrur9v2D8Pq/Wj99B99CidrscXrgDO+SV823UCVuIp/JdQzWWykFD+SnVFlJmZYfbHH01eXp4sX75cBg06uyzvDcdwovy4KEY2bY+UnXu5yAVC3b6CtHst8qYFnMpDp3a50rGte3/a1tQIMx5Yge6T93zdNDsu31wQKFrWwUq2pEZKZlZhQO9wlM+4YDdJBXt0M7NFdu/jeggIBSm7fdLu6UdfIUo12h04cFAK6t8ZngV6T1E8dfDgQTnuuEZlf4cIavGqGHlxZnX5YG41WbOJ4i9AqNvjk3bfuJwq3Y8Zku69/6NZnbdGwOuSwowG373FaRbYTgB4uFwOWbvZvUpfK9El7Vtx0XusqsW6vIVGd5gAwhpjIBDuKIxX8Up1RbR7926pUaOG9+f9+/eZP4cOvUhq1aopxx9/vPTte7Ls3bu3/N4pAFhEebeuq1srXwb3d7e9Ss90yJJV4V8Mz9fBgrR73w6pVLiH1fhOyJ9M2v0xa9W0MFBI9VkRBBA6K/RtWKEPnYA+JSVFateu7f153rz5ZnX+4YcflPnzf5GPP/5AGjRoIF9++VV5vlcAsFxhvPLYRz/8rEyJKYgF5v8ZY/bpW8l+n9Z1HqTcw2rYR182Sc0KA4Ude8jgAULFzj0Rkl+wdb4dAX2FKFX5zzfemCaRPkslf/65VO677wFT6b5u3TqSnp4uP/zwo7zwwpTyfK8AYL0V+jIG9JERLrnkXHerOqdT5JfF1lqdVwd8Kt17UBQPVqM1cLSrg1Zp794hx9TXsNrkXGXsn1es0AOhIy/fIXv2RUjDek6TSaPXLfl0qan6gD45ObnIYx999LG5AQAqL+X+9N7Z0rCue+p7xboo2XfQeheynpR7X4dZoYflOOSvjVHSp0uuVIsT6dI+19TIQWlW6K03DgLhbPsud0AfG+MucLt5Oy0lyxNLHABQRVXuy2OFfowFW9UFal3nwR56WFHy5sJ99KTdHxt3j2vtey2y/yDjAxBKUncXBvAUxguhgL5///7y+uuvyuzZX8hbb70p5503xO/54cOHmdcAAIqmnx0sqNzetAwBfZvmedKrU643Xdd3D66VHChmDz0r9LAi33P45K7uQpcILjbG5Z0c3bkn0nTHABA6UnYVfo9TGK/8lerqr0+f3jJ16osSGelOaWrVqpX07NnDtKr75Zd55jEN8NPS0mTePPfPAIBCe/dHSM3q+VK3lstcjGbnHPsF6OghPqvzi6zTqu5Iuq/4SGnsoYcF6fYSLSClqakd2+ZJQjWnpGfyWQ+mZWPdl+u+n0pBPCDk0Iu+YpVq1LviistM7/m77vqnnHnm2fLAAw+ZKve9e/f2vmbfvn3Spk1Seb5XALDkPvrG9Y99lT4xwSkXDsz0ppj+tty6e22LS7lPZ4UeFrWmYJU+KlKkx4nuDBwERkE8ILRpUbzcgtOUSvchEtB36HCi/P77Ipk9e46kpKTKBx98aB6Pj4/3viYzM1Pq169ffu8UACxkbxn30V90RqYpnKUWLouRrFKs8IcLrfSd4Z67MDKz3dsWACsH9OrkruyjL4mkZoVjKAXxgNDjdDlM9pHSongx0a6qfkuWUqqAvlatWiaQD8TpdEpsbMHVJgCg3FrXORwuGTOkMML9abE1i+EdbZU+nXR7WNi6zVGmBaXq04V99Mdc4X434wMQilJ2RXqzj1o1YZW+PJVq1MvMzPBbjS9OvXr15PDhtNK+LwCwtLK0ruvXLUeaH+f+O8mbIk0RKKvzLYyXRoV7WFhmdoRsSXWf021b5Eu9WmXrhGGnlHtN6d3jM7YCCM199BTGK1+lGvW2bdsuPXv2lNjY4leF6tSpIz16dJfNm/8u6/sDAEva57uH/hgD+jE+xfB+tGirukAr9Gnsn4eNqt337kzafSDRUS5p3qigwv3eCHG5GB+AUF6hVxTGC4GA/ttv/yf16tWVd9+dLsOGXSTdu59kHu/b92S5/PLLZNasGZKQkCBff/11Ob9dALCG/YcixFmwhaxZwcVoSTRrlCendHdf4O876JAVawv7VlvZAZ9K94fTWYGDffbR92EffUCarRRVcLgoiAeELt/zk170IdC27o033jSt63r16ikPP/yQ9/HmzZvJ3XffaSre/+9/38k778woz/cKAJahRd0OpTmkVg3XMa3QjzonUyIK4tmfF8faZjVK23l50IMeVrdxa5Tk5opER4uc3EUDep3943MffP88AT0QqnQRQrvyxMaItG1JQF/lAX1ubq5cccVVctppA8yqfKNGjaR27dpy6NAh+fvvv+Xnn3+RhQt/K9c3CgBW3Edfq0a+1KnpkmqxLsnMDnzBHhfjkuFnZXr3iv76p3Vb1R1p247IYvfhAVad8NuwLVKOb5Uvx9V3mlXoLamlumSzVUBPD3oglDlM2n2rpvnSpIFT4qs5JSOTc7Y8lOnb4ccffzI3AEDpAvqk5u7VeV2l37A18JA8ZECm1KjuztNfvDJa0m30Rbg5JUre+byaxFdzyZJV9thmAHtbszHaBPSqT5ccAvqjaM0KPRA2PAG9p93kirX2uY6pSKU6igkJgSvcAwCC23NMretccun5Pq3qbFIMz9fC5bHy/W9x4nSSegx7FcbTgB7F8xTXyssX2b2f4AAIZb4ZdhTGKz8lnu4dMWK4jBt3qbRu3VoiIrSKqEs2btwk7703y9wAAKWvdB+sdd1JHXKlfcGes03bImXrDlbrACvbuiNSMrJE4uNE+nTOEYfDZZuaGSUVGeGSFo3dY+fufRFM9gEhLnVX4XUPhfHKT4mmMgcPHiQPPfSAtG3bVnJycmTXrl2SnZ0tbdokyT33/FuGDr2oHN8SANjD3oMlb1136XkZtl6dB+xGg/e1m90TdzUTXXJ8Ky5+j9S0Ub7EFOzAocI9EG4r9LlV+l5sF9Dr6nx+fr7cdtsd0r17Lxk48Ezzp/6sK/XDhg2t+HcKABbcQ+/RNEDKfYM6+XJmn2xzPy3dIX/+xR5ywA6SNxWe66TdBymIt5t0eyDU6TWMp1NN2xYl7/CDwEo0+rVv314WL14i33zzX7/H9effflskSUmtS/LPAACO7EXvDL6HfuSgTG+f5Xl/xJgK2ADs1Y/+ZPrRF+EpKqp27GGFHgiPSvfu8LNebafUSiy4CELFB/Q1aiTKtm3bin0uJSVFqldPLNu7AAAb0v2eB9IcAQP66CiXjDrHnW6f7xT5ZQnp9oBd7Nob4R0junfIMeMBjrZCT0APhEule4827KOvvIA+OjpacrXpcTHy8vIkMpI0JwAoS9p9rUSX6cl6pLP6ZkndWu6L+GVrouVgGuMtYB8OWbPRvUofFyvS9Xj2nPryBAM62alF8QCEV0BPpfvyUS6jn9OTMwoAKPU++uIq3Y8ZYu9WdYDdsY++eBERLmnd1B0M7NkfwVYkIAwL47UhoA+dgD4zs/CCEwBQ2oDef3L0hNa50u0E94qc7jlbv4WUUsDe/ejdxTEh0rh+vsTGuO9TEA8IH77bY9oR0JeLEjcyHjVqpHTv3q3I423atDF/fv75J0Wec7lELrpoWFnfIwDYoxf9Efvox/i0qvtxka7OswIF2M3BwxGyY0+ENKrnlI5t8yShmlPSMwlgk5oVjpfsnwfCR1a2Q/YfckjtGq6CFXrdVsj1TaUE9A6Hw/ShP5rintOWdgCAo9tzILLYlPuaiU4ZcmqWuZ+ZJfL7yoKlKAC2o/voG9XLkahIkZ4dc+VHtt9Ikk8xLSrcA+ElZWek1K6RJzUSXNKgjlN27eMcrvCA/rzzLpSsLNLqAaC87TtYuNLW2GeFfvhZmd500l+XxkpOLrPXgJ330Z/WK8ebdk9A71/hfgcp90DY7aM/sW2etzAeAX0lBPQbN24s438GAFCcA4ccpkKzNgtpWhDQa7Gn0ee60+2dLpFfFrM6D9jZur8jResPR0TQj/7ICvc6Ru7cSzAAhHNhvPl/MklZFkxpAkAVcrocJqj33UM/oEe2NC4okLd6fZTs3s/FKmBnmdkRsiXVPQ60aZ4v9WoV7YhhLy5pXbBCr3VIcvPIYALCSequwhC0Lb3oy4yAHgCq2J6Cwni6lywxwelXDI9WdQDUGp9q971t3r7uuHpOiY9z36fCPRB+tO6FZteodi0J6MuKURAAqtg+n8J4/brlSN+u7lZ1u/dHyF8bSly7FIBN2tcN7q8FM+1beNi3IB4V7oHwo1k1e/ZHeOthOBz2Hc/KAwE9AIRQL/oJ4w577//0e4y4aOUCQOsZbY2S9Az3eHB67xw5/zR3Fwy7F8RLpcI9EJZSCtLu42ILawihdAjoASCEAvrmx7m/1HJyRRYuoxgeALe8fIfM+rqa9+d7r0+TZo3smarq2T+vqHAPhKeUXf6F8VB6jIIAEEIBvcei5TGSmcUQDaDQH6tjZMHSaHM/oZpLnrrjoERF2i9V1beI1k5W6IGw5LtdhsJ4ZcPVIgBUsb0+veg9flpMMTwARX34Tbzs3uceMzq3z5MbLkkX+1W4d2cy7TvokOxctiUB4b5Cr73oUXoE9ABQxQ6mOSQv37/ntO8XHQB4ZOc45M1P4iW/YMy4dmS69DjRPlXv69dxSmKCOyshlXESCFu79kV4r30I6MuGgB4AqpjL9KIvHI5pVQcgkC2pUfLlj+6+bRERIk/ecVBqJDjFDiiIB1iD0+mQXXvd1z6tmuRLdJT9tg+VFwJ6AAgBaze7L0z1y21ZsnuPLAAczf8WxHrHjUb1nPLATYds0couqSDdXlEQDwhv2wuybKKiCosC49gxEgJACPhgbry8+kG8TJxe3cxaA0CwzJ63P0uQjEz3z4P6ZcvQM63fyo4VesA6fLfNkHZfegT0ABACcvMcsiw5Rg4dZlgGUDIH0iJkxlfx3p///Y9D0qKxtS+K2/hUw95BQA+EtRTfSvcE9KXGlSMAAECYWromRub/4d6mEx8n8vSdBy28F9XlDegPpDkkK5tsJiCcpewqDEXbNM+t0vcSzgjoAQAAwthH/42XnQXFpU5skyc3jTksVlSnpktqJhZUuPdZ2QMQnvYdiJCcgji+XUv20JcWAT0AAEAYy8l1yLRP4r0toK4aliG9O2eLpffPUxAPCHsucXgn55o2zJe4GKtmF1UsRkMAAIAwt3VHlHzxfWEruyduPyQ1E52WDeh3sEIPWEJKQWE8Hbda+5zjKDkCegAAAAv4fmGsrNkYZe43qOOUh28+aKlWdkkUxAMsvY+ewnilQ0APAABgkfTV6Z/HS3qGu1jcGX1yZOSggr52FtDGd4V+D5ewgNUq3ft2sUDJMRoCAABYxMHDEfLOl4Wt7P51TZq0bppnqRX6Q4cdkp7JJSxgBfSiLztGQwAAAAtZsTZafl4cY+7HxYo8c1f4t7LTegB1a7l/B1bnAes4eNghGQWJRO0I6EuFEREAAMBiPvm2mjfwbd8qT269LLxb2SX5ZBnQsg6wEoc37b5hPackJlirmGdlIKAHAACwmNw8h7z5SYLkFcTBV1yUIX27ZluiIB4BPWDNSveKffTHjoAeAADAgrbvjJTPvnO3slNP3H5Q6tQMz9WvpGb53vuk3APWQkBfNoyIAAAAFvXjolhZtd7dyk73oIdrK7uk5rne+6zQA9bie05TGO/YEdADAABYuJXdO1/ES1q6u5Xdab1yZPS5mWG7Qq8t+Q4XtOUDYA2puwtD0nYtCeiPFQE9AACAhaWlR5ig3uOuq9LCKq21erxTGtZ1bxVINen2BPSAlWgbSq12X7hCH35ZRFWJgB4AAMDiVq2Plh8XuVvZxcZoK7sDEhsTHhfNrZtREA+wyz76WokuqVcrPGt9VBUCegAAABv49H/VJGWX+9KvbYt8uf3yNAm7gngE9ID1C+Oxjz78A/q4uDiZM+dL+f33hbJy5TJZtGiBTJ06RWrXrl3ktd99919Zs2aV361///7e5wcNOlu++uoLWbp0iXz77VwZNeriSv5tAAAAql5evruVXW7BtfLY8zPl1B6h38ouyXeFngr3gCWlFkw2KgrjHRt32dMQk5WVJSNHjpKsrGxxOBzSsGFDee21l2X06EvkpZemFnn9WWcNlpSUFO/P+fnumdxWrVrJU089If/3f/+R+fN/lY4dT5TJk5+XLVu2yIIFCyv1dwIAAKhqmrL+ybfVZNQ57sJ4j044KENvrit7DkSGRUDPCj1gTSk+53Y41fgIBSE7zZmenmEC87y8PNm+fbusWrVaEhOrF/tapzPfvNZz8zj33MGycOFvMmfO13Lw4EET1H/11Ww5//zzKvE3AQAACB0/L46RFWvdazp1arrk0QmHxOEI3f30nov7zCzxFs4CYC2+k3VUurdIQO9LU+27du0iS5b8UezzHTt2lObNm0tkpP+sbZs2bSQ5ea3fY/pzUlJShb5fAACA0OWQd7+Ml0MFwXH/7jky9vwMCUXxcU5p3MBdIGvHHr3OI6AHrCg71yF7Dzi8dTNCeZIx1IRsQJ+QkCC//PKTzJv3k8yf/7MJxL///ocir9OV+9tumyCzZs2QRYsWyj//eZf3uRo1EiU9/bDf69PS0szjRxMdHW3+2743AAAAKzmcESHTPy9sZXf75YelfctcCTWtmuYXm5ILwLqF8RKqueS4+lS6D+s99Co9PV2GDh1u7jdq1FAee+xRue668UX20N9yy63e+x06nCDTpr0hy5Ytl7lzvyn233W5As/2jB9/rdx0043l8jsAAACEqr82Rst3C2PljD7ZEhOtrewOysjb6kpWjiNE98+H7DoUgHIK6Du1c5/zbZvn+VW+x9GF9Mi4Z88ec1u5cpV8+umnMmDAqQFfv3r1X2af/EkndTM/HzqUJgkJ/vvua9SoIWlp/qv2vl555TXp3r2X93bqqQPL6bcBAAAILV98HyfbdrovB1s3y5e7rgqtVnZ+Ab1JuQdgVb5ZOFS6t0hA70uL40VFBU8oqF69umRmuiu3btiwQdq3b+f3vP6sjx9Nbm6uyQ7wvQEAAFi5lV1OQbb9JedmysDeWRIqknyqXWuFfgDW5bsiT0Af5gG97mOvVaumCeD1fuvWrWXEiOGyYsUKadMmSWbMeMcbvLdr11YSExMlNjZWTj65j3Tv3t3bkm7OnLnmsXPPPceszPfr11fOO2+IfPnlV1X8GwIAAISGnXsi5eP/VvP+fOcVmsnoCqkK99k5IvsPhc5WAADlb9feCMktmFzs2SknZMahUBeSe+g1gJ80aaLUq1dX4uLizIq7BumTJr0gTZo0kZYtW5jXtWzZUh5++EFp0qSxxMfHy+7du+Xll18xrerUxo0b5Z///D+56aYb5PHHHzXPP/vsRPn11wVV/BsCAACEjnl/xEivzjmmunTLJvnmzw1bq/YyMTbGJU2ocA/YKmMoeXOUdGybJw3rOuWE1nmm1gfCMKBPTk6WwYPPLfa5/fv3S79+7r30K1eu9BbOO5qvv55rbgAAADgah/yxOkaSmrm3LQ7snV3lAX2rJnkSUZBLmkpBPMAWVq6LNgG9Oq1nNgF9CTA6AgAAQFasLQzgz+iTFVIF8dg/D9jDinWFAbxOLCI4AnoAAADI3gORkrLLfWnYuV2e1Ktd2AO+KmjavwcV7gF7OHAoQrbtcI9DJ7ap+nEoHBDQAwAAwFiWXLg6pumuVam1X4V7LlkBO67SD+jBKn0wjI4AAAAwlvsE9KdXcbpr24KAXlvq7TvIJStgFyvW+kws9iKgD4bREQAAAMaW1Eg5mOauJt+nS47Ex7mrzFe26CiXNG3kTrXduTdCXC4q3AN2sSUlUg4ddp/zJ3fJMR0vcHQE9AAAACjg8K7Sx8aI9O2mvaArX4vG+RJVsG2egniAvbjEYardq2pxIr1MT3ocDQE9AAAAvJb7pLsOrKJ0V98K9zsI6AHbWbGusOsGafeBEdADAADAa+3mKMnKLryQjoyo/HTXJN+CeHu4XAXsJnljtOQWDAMDTYFO0u6PhhESAAAAXnn5Dlm9wb1KXyvRJV1PyK3098AKPWBv2bkOM7moGtZzyvGtCscE+COgBwAAwFHT7qui2n2bghX6vDyRPfu5XAXsiGr3JcMICQAAAD+r1kVJfkGB+zP6VG66a1SkyxTFU7v2RYiTCveALXkK46nTTNo9ikNADwAAAD8ZWRGyYYs71b1Zo3xJauYOsCuD/veiC+phpZBuD9jW/kMRsn2nO1zt1C5P6tWqvHEonBDQAwAAoIhlyTHe+wMrMe3etyAe++cBe/Pd/nNqT9rXFYeAHgAAAEWsWFvYNuqMPllVUxCPCveArfmn3VfeOBROGCUBAABQxN4DkZKyy32p2FnTXWtXTrqrb3p/Kiv0gK39vT1S0tLddTT6ds2RmGja1x2JgB4AAADFWpZc+UWpPBXu8/NFdu/jUhWwM5c4vKv01eJEenUi7f5IjJIAAAAo1vLkym1fFxHhkpZN3AH97v0Rku+kwj1gdyvWFW7/odp9UQT0AAAAKNaW1Eg5mOYOqvt0yZH4uIJedhWkacN8iS2oxZe6m8tUACJrNkRLXp5vgU7S7n0xUgIAAOAoHN5Veg20+3bLqbSCeOyfB6Cycx2y9m/3Kn2jek5p17JwnAABPQAAAErYNqqi0+59C+Lt2ENAD8Btpc84RNq9PwJ6AAAAHNXazVGSVXD9PKBntkRGVFy6a2u/lnUE9ADcVvi0rxvYi4DeFwE9AAAAjiov3yGrN7gvpmsluqTrCbkVXuHe6RTZtZfLVABu+w5GeNtodmybJ3VrVU4bzXDASAkAAIAqT7t3OFzSuqk7oN97IEJy86hwD6DQioJxKCJC5JTutK/zIKAHAABAQKvWRUl+QYH7M/pUTJXp4+o7TZ9pRYV7AEcL6BVp94UYLQEAABBQRlaEbNji3tPerFG+X/G6Cqlwz/55AEfYnBIpaenuzJ2+3bIlOor2dYqAHgAAAEEtSy5oEO/tBV2BBfFoWQfgCC6XQ1atd7evi48T6dWJtHtFQA8AAICgVqx1X0irM/pkVXAPei5RAQROuz+NtHuD0RIAAABB7T0Q6a0y3bldntSrnV8hFe7Vzr2s0AMo6q+N0ZKX79uP3iV2R0APAACAElmWXFFFqVzeffl7DzgkJ5cK9wCKys5xyLq/3dlCjRs4pW2LwolAuyKgBwAAQIksr6CAvkEdp1SPd6+0pbJ/HkCJ0+5zxO4I6AEAAFAiW1Ij5WCae/W8T5cciY8r6GVXRkk+6fYUxAMQyMp1hfU8TutZ/vU8wg0BPQAAAErI4V2lj43R1lHlszrm2wYvdQ+XpwAC1/PwFM7s3C5P6tQsn4nFcMWICQAAgBJb7pPueno5ta/zrXDPCj2Ako5DEREip3S3d7V7AnoAAACU2NrNUZJVcP08oGe2REa4yrXC/Y49BPQAAltJ+zovAnoAAACUWF6+Q1ZvcF9M10p0SdcTcsv4L7q8Af2BQw7JyqHCPYDANm2PlMMZ7rGiX7cciY6yb/s6AnoAAABUWdp93VpOqVGdCvcASs7lcniL4yVUc0mPjvatdk9ADwAAgGOyal2U5BfUoTqjjwb0rvIpiEdAD6CEVq7zSbvvad+0ewJ6AAAAHJOMrAjZsMUdfDdrlO8XlJelIB4V7gGU1F8boiWvYOgZaDKF7Jl2z6gJAACAY7YsOcZ7330xXTpUuAdQGlpvY/3f7rT7Jg2cZZpYDGcE9AAAADhmK9a6L6TVGX2ySv3vJPlVuOfSFEDJrfBJux9o02r3jJoAAAA4ZnsPRErKLvelZOd2eVKvdulWxzwV7g8ddphUfgAozcTiaQT0AAAAQMktSy7b6litRKfUqempcM9lKYBjn1hMLRg7urTPNWOK3TByAgAAoFSWlzGgb+1bEI/98wDKkHYfESFyag/7rdIT0AMAAKBUtqRGysE0h7nfp0uOxMc5S18Qbw8BPYBjt3JttK3T7gnoAQAAUEoO7yp9bIxI3245pW9Zxwo9gFLYtC1S0jPdE4v9T8qR6Ch7ta8joAcAAECpLfdZHTv9GNvXeQriKSrcAygNp8shq9a5i+MlVHNJ9xOPbWIx3DFyAgAAoNTWbo6SrII4fkDPbImMKPnqWFJzd2X8wxkOOZzBZSmAsrevO60nAT0AAABQInn5Dlm9wX0xXSvRJV1PyC3R30tMcEqDOu4991S4B1AWqzdES35B58yBvbJExD5p94yeAAAAqPS0+9ZNfdLt2T8PoAyysh2yfot7HGnayClJzQqiexsgoAcAAECZ6P7V/IIC92eYgN5V4nR7lUqFewBltMJnYlG3/9gFAT0AAADKJCMrQjYUrI41Oy6/RKtjfi3rSLkHUEYrffbRD7RR+zpGTwAAAJTZsuQY7/2BJUi792tZxwo9gDLavT9SdhZ0y+hyfK7UTCxIG7I4AnoAAACU2Yq17rZR6ow+WpSqZC3rMrJEDh1295AGgPKo5xEZIXJKd3us0hPQAwAAoMz2HoiUlF3uS8vO7fKkXu2jp93HV3PKcfWdPgXxCOgBlG/a/Wk22UdPQA8AAIBysSy5ZHtYWzfxKYhHhXsA5WTj1kjJyHTfP6V7jkRHWb99HQE9AAAAysXyEgb0SQXp9iq1YM8rAJSV0+WQlevd41D1eJec1CFXrI4RFAAAAOViS2qkHExzp8/36ZIj8XHOElS4Z4UeQPlZabO0ewJ6AAAAlBOHd5U+Nkakb7ecYl9FhXsAFWX1+ijJd/p23LB22j0BPQAAAMq9yrQ6/Sjt6zwV7rNzRA4coiAegPKTmR0hG7a4JwqbNcqXVj41O6yIgB4AAADlZu3mKMnKLkx3jYzwXx2Li3FJ4wZOn4J4BPQAytcKn4nF0wLU87ACAnoAAACUm7x8h6ze4L6Yrpnokq4n+Belatk0TyIKrkCpcA+gIqyw0T56AnoAAABUWLX7I9Pu/QriUeEeQAXYvS9Sdu11jy/dTsiVmtWLL9BpBYyiAAAAKFerfIpSnXFEUaqkZvSgB1B59TwiI0X6d7fuKj0BPQAAAMpVRpZPUarj8v2C+KRmhSn4rNADqJR99D0J6AEAAIASW5Yc473vbh3l1raFO7jPyRXZd4BLUQAVY+O2SMnIct8/pXuOREVas30doygAAADK3Yq1Ud77Z/RxX1VHR7mkaSN3QL9zT4S4qHAPoII4nQ5Ztd69Sp+Y4JKTOvgX6LSKwpE2xMTFxcknn3wo9evXl2rVqklGRoYsWfKH/Pvf98j+/fu9rzv++OPlueeelqZNm0pMTIwcOnTI73VNmjSW7777tsi/37lzN8nJyank3woAAMAe9h6IlJRdEaZFXed2eVKvdr7UruGUSCrcA6jEtPueHd2B/ICe2bJoRWHmkFWE7Ap9VlaWjBw5Svr06Sddu3aXoUNHSIsWzWX06Ev8Xrdlyxa55pp/SPfuvaRjxy4ybNhIOe644/xet337djnxxM5+N4J5AACAirXMp9r9wF7Z/gXx9hDQA6hYqzcUFujUMciKQjagV+npGZKfny95eXkmKF+1arUkJlb3e42u3KekpEpubq553bZt28wtISHe73X67/jeAAAAULnt6/xa1rFCD6CCZWZFyMat7rGmReN8admkcAyyipAO6H3Vrl1bunbtYtLpg72ub9+TZfXqv7yPxcTESufOnaRhw4aV8E4BAACgtqRGysE09z753p1zpFO7wj2sqVS4B1DJ1e4HWLDafUiPpAkJCfLLLz/JvHk/yfz5P0ty8lr5/vsfAv6d+++/V3bu3Clz535jfj50KE32798nTz/9lMye/YX89NP3cv755x3170dHR5v/ru8NAAAApeHwrtLHxrgrTavcPJG9+0P6MhSARaxY57/1x2pCtiieSk9Pl6FDh5v7jRo1lMcee1Suu268vPTS1GJff/3118kpp5wiY8aM9abVp6WlyQUXDPW+ZujQi+SRRx6S339fLDt27Cjyb4wff63cdNONFfY7AQAA2MnytdFySg//2kW79kaI00WFewAVb9feSNm1L0Ia1HFKtxNypUaCUw6lW2dCMeR/kz179pjbypWr5NNPP5UBA04t9nXnnnuO3Hjj9XLnnXdLcnLyUf+9Tz/9zAT5HTueWOzzr7zymimw57mdeurAcvtdAAAA7Gbt5ijJOmJRjAr3AKoi7T4qUqR/d2ut0od8QO9Li95FRRVNKtC99Y899og8+eRT8sMPgVPyVXx8vGRmZhb7nBbX08wA3xsAAABKJy/fIas3FKa8KircA6hMK9YWxpCnWWwffcgG9LqXvVatmiaA1/utW7eWESOGy4oVK6RNmySZMeMd87pGjRrJiy9Olg8//EhmzpwlkZGR5hYR4f7VtIVd8+bNTRBfvXp1ufzyy8TlcsmyZcur+DcEAACwX7V7tWN3yF6CArCgDVujJDPLfV9reURGuMQqQnYPvQbwkyZNlHr16kpcXJxZUV+wYKFMmvSCNGnSRFq2bGFe16dPb6lXr56MGzfW3Dy0zd0ZZ5wt/fv3k6uuusJUuI+KipbNmzfJ7bffKYcPH67C3w4AAMA+Vq1394KOLIjjWaEHUJmcToes2hAtPU7MlRrVXWYv/eJVMWIFIRvQ6z74wYPPLfa5/fv3S79+7r30n332ubkdja7c6w0AAABVIyMrQpI3RkmHNnmSnumQ3ftYoQdQuVaudQf06rRe2ZYJ6BlNAQAAUOFmzo6Xb3+NlVc/SDCrZQBQ2ZlCTqd4A3qrIKAHAABAhdt/KEI++66arN8SsgmiACyeKbRpu3u7T5MG+VK/jrvNebhjRAUAAAAAWN53C2Jl8UqnTJ1VXXbvt0YtDwJ6AAAAAIDlJW+KlhqJTsnMts62H1LuAQAAAAAIQwT0AAAAAACEIQJ6AAAAAADCEAE9AAAAAABhiIAeAAAAAIAwREAPAAAAAEAYIqAHAAAAACAMEdADAAAAABCGCOgBAAAAAAhDBPQAAAAAAIQhAnoAAAAAAMIQAT0AAAAAAGGIgB4AAAAAgDBEQA8AAAAAQBgioAcAAAAAIAwR0AMAAAAAEIYI6AEAAAAACEME9AAAAAAAhCECegAAAAAAwhABPQAAAAAAYYiAHgAAAACAMERADwAAAABAGCKgBwAAAAAgDBHQAwAAAAAQhgjoAQAAAAAIQwT0AAAAAACEIQJ6AAAAAADCEAE9AAAAAABhiIAeAAAAAIAwREAPAAAAAEAYIqAHAAAAACAMEdADAAAAABCGCOgBAAAAAAhDBPQAAAAAAIQhAnoAAAAAAMIQAT0AAAAAAGGIgB4AAAAAgDBEQA8AAAAAQBgioAcAAAAAIAwR0AMAAAAAEIYI6AEAAAAACEME9AAAAAAAhCECegAAAAAAwhABPQAAAAAAYYiAHgAAAACAMERADwAAAABAGCKgBwAAAAAgDBHQAwAAAAAQhgjoAQAAAAAIQwT0AAAAAACEIQJ6AAAAAADCEAE9AAAAAABhiIAeAAAAAIAwREAPAAAAAEAYIqAHAAAAACAMEdADAAAAABCGCOgBAAAAAAhDBPQAAAAAAIQhAnoAAAAAAMIQAT0AAAAAAGGIgB4AAAAAgDBEQA8AAAAAQBgKuYA+Li5O5sz5Un7/faGsXLlMFi1aIFOnTpHatWsXeW1iYqI8++zTsnDhr7J48W/y8stTpGHDhn6vGT36Evn227mydOkS+fLLz+Wss86sxN8GAAAAAACbBPRZWVkycuQo6dOnn3Tt2l2GDh0hLVo0N4H5ke677x4T6F988SUyZMgFkpZ2WJ577hnv8337nix33HGbPPDAQzJgwOny8suvmAmAVq1aVvJvBQAAAACAxQN6lZ6eIfn5+ZKXlyfbt2+XVatWS2Jidb/XREdHy6BBZ8vEiZNky5YtsnPnTnn66Weke/eTpHHj48xrzjtviHzxxVcyf/6vcvDgQZk9e44sWvS7nHvuOVX0mwEAAAAAYOGA3peuwHft2kWWLPnD7/HmzZtLTEyMrF271vvYrl27Zd++fZKUlGR+btOmjSQnJ/v9Pf3Z8zwAAAAAAOEqSkJQQkKCzJ07RxwOkTp16sj33/9gbr5q1EiUnJxcyc7O9ntc0+5r1KjhfU16enqR59u3dz9fHF3514kC3/fi+2eoqlYtV2JiYyQuLiT/lwIAAABAlYqNcUlsrFMSEmLF5Qjtte2Sxp8hGf1pED506HBzv1GjhvLYY4/KddeNl5demhr077pcrjI9P378tXLTTTcWefznn/0nFAAAAAAA4ec/Ej40sD9ykTrkA3q1Z88e75+ffvqpDB482C+gP3QoTWJioiU2NtZvlV5X5dPS0ryvOXJmw/f54rzyymsybdrbfo/VrFnT7MEPZfp76qTDqacODPg/3M44RoFxfALj+ATHMQqM4xMcxygwjk9wHKPAOD7BcYwC4/hU/vHetWtXwNeEbEDvS4vjRUX5v1UthKcp9+3atZMVK1aYxxo0qG9S9Dds2GB+1j/bt2/v9/f056VLlx71v5Wbm2tuvsLpw6rvNZzeb1XgGAXG8QmM4xMcxygwjk9wHKPAOD7BcYwC4/gExzEKjONTOUpyjENu44DuYa9Vq6YJ4PV+69atZcSI4SZob9MmSWbMeMe8ToPu//73v3LrrbdIs2bNTP/5u+66U/7440/Zvj3FvOarr2bLBRecJ/369TX76ocMOVd69eopc+bMreLfEgAAAACAsgm5FXoN4CdNmij16tWVuLg4yczMlAULFsqkSS9IkyZNpGXLFt7XPvTQI/Lgg/fLxx9/IJGRkaYS/h133OV9XtvVPf/8JPOa+vXry7Zt2+Suu/4pGzdurKLfDgAAAAAAiwb02lZu8OBzi31u//790q/fqd6fDx06JLfddkfAf+/dd2eam9Xl5OTIiy9OMX+ieByjwDg+gXF8guMYBcbxCY5jFBjHJziOUWAcn+A4RoFxfEKPo337DoHLvgMAAAAAgJATcnvoAQAAAABAcAT0AAAAAACEIQJ6AAAAAADCEAE9AAAAAABhiIAeKAGHw1HVbyEkcVwAAACAqkNAb1PNmjWTAQMKWwCiqKSkJLn99tvMfZeLZhBHat68uVx66WipV69eVb+VkMQ5VjKRkZFV/RZCXrVq1SQ6Orqq30bIio2NlZiYmKp+GyGLcyw4JqeD4xwLTMdozzjN56kojonN+tCj4jVq1EhmzJguCQnV5f77H5Cvvppd1W8p5NSpU0cmTnxW2rRJkgYN6su//vXvqn5LIUWD+GnT3pCoqEjzJf/551/K3r17q/pthQzOsZJp1aqVjB9/raSm7pA///xTfv75l6p+SyGnbds2cv/998n+/ftl06ZNMmnSC5Kfn1/Vbyukjs+ECbdI3bp15LXX3pDvv/+hqt9SSOEcC65lyxZy6aVjZNu27fLbb4tkzZo1Vf2WQo5eC911151y8OBBWbJkiXz44cfidDqr+m2F1ALQ1VdfKbVr15YXXnhRVq/+ywSwLAa5cY5VPFbobahHj+6yatVqmTnzPbnpphvlggvOr+q3FHJatmxpLp41kO/du5c888xTVf2WQkq7dm3NxeHs2XPk7LPPkosuulDq1q1b1W8rZHCOBXf88cfLhx/OkoiICOnR4yQZPnyYtG/fvqrfVsgdo/fff0+WLVsmmzZtlo4dO5rjhMLjM2vWe7JlyxZZsyZZnn/+OenSpXNVv62QwTkWnB4PPccaNmwo48ZdKqNHj5JatWpW9dsKyWP0999/mwn8gQNPM9dF8D0+M70/v/POdGnVqiXBfAHOscrBCr0NdehwggnGPvvsc8nIyJAbbrjePP7FF19W9VsLGc2bN5PNmzebY6Izis8997QJ6u+88+6qfmshoUGDBnL48GF56qln5KqrrpSzzz7TPK6fKVbqOceCadeunbz77tvy8suvyuuvv2EmiKZOnSL9+p0sycnJVf32QmZF7K233pQpU6bKG2+8KXFxcfLkk4/L6aefJh988KHYXevWrWXGjHdkypQp8uabb5nHatSoIddfP15uvvlWyc3NFTvjHCtZoPHWW2/Iq6++bs6xTp06yauvTpU5c+bKb7/9VtVvLyTo5+bNN1+TKVNeMudZQkK8TJr0vJx44omyYMFCsTtdmdfz7IUXpsjbb083j+nEYv/+/WXLlq22z6biHKs8jvbtOzCFZAP169eT+vXry549eyUnJ1sOHDjoTQ0eNmyoWUF86aWptg44mjRpIt27nyRpaYflhx9+8Nt/2K1bV3n66SdlyZI/bBvUN258nPTo0UM2bNgg27dv936G1DXXXC1nnnm6fPvtd7YN6jnHSr7fWc+ltWvXyosvvuR9/P/+719y4okdZNy4y83Pdl/duPnmm0zK5uTJL3hTN087bYA89NCDMmzYCNmzZ4/Yla4S3nrrLeZce/PNad7Hr776Khk27CIZMuQCsTPOseB0r7Nuq1u6dJmZ8PCYPPl58/2lt5UrV8mPP/4kdnbTTTdIVla23zG69957pGPHE2Xnzp2ydetWef75ybacQNPPkB6fHTt2ynvvzfI+rp8rPQdr1qwp7747Q+bP/1UOHTokdsM5VrkI6G0yQ/bSSy/I3r37JD4+Xp588in55Zd53otEXW0dMWK4rQMOTU3UWei1a9eZC54PP/zIrD4fmUZt16Bej88rr7wkBw4ckKioKDPT+umnn5v7ni9yOwf1nGPHpmnTppKSkmL2YGo6sP555ZWXy6hRo2TIkPNtv6qh9LOjF0Q5OTnex0466SSZNu11ufDCobJ5899+r/ccR7vQc0rrCuj44znPTjjheHnjjddk2LCRZsIjLy9P7IpzLDjd76yfIQ/NNrvxxhvk/fffl06dOkp+vlO+/nquvP/+B1X6PkPJP/5xjVx22ThTy0MLv+r1kgarek1kx8+UBu1aV8BDz7Frr73GZMa0aNFChgw5x9x/6623xY44xyoPKfc22duj6UALFy6UoUMvkrFjL5UVK1bIwYPuGcNdu3bJRx99bO7/4x/XmplFDWjtlJo4a9YMmTRpsrz77kyzJ1xnXf/732/NzKLH4sVL5K67/ilPPPGYSV28/vobxS6foZkz35GXXnrZzLLqKo9+Tr777gfzRea5WPTMwOoqYrVqcTJjxnt+A7lVcY4dWwZDZmam2Q/u4Vkl1ADV6cw3q6/6GqWZMX/+uVTsliWkgeicOV+bYN63sNK2bdvMpFFcXDXv3znvvCHyzTf/tcUKmWYJ9ezZU9avX28+Q57f2XN8cnJyzdYE7QrgCeb79j1Zdu/eLevWrRer4xwr+THSVeeNGzd6H+/du7cJVq+55lpzPLTw6xVXXC6DBp1tMvZ27dotdhuHNEDXOjlKJ++PO+44GTXqYrOlRbeU6dh0+ukD5bbbbjULHlrszA58xyHfidXOnTvJ6aefbq4Nly1bbh7TLJn77rtHfvrpJ79z0so4x6oGRfEs3lZM965oyqauqGqRrl9/XSBdunQxs4q+6XbugOMjUyF41KiRkpCQIHYZeCZNes4EY9OmvW0uEPWLSi8K27RpU+T1GtTfe+/95gtPV4isTgfcKVMmy8svv+IN2J955llzwayDsNJg3tOORF+zaNEi6dq1q7hc1l8t5Bwr+aTHrFkzTbX2yZMnySmn9Pc+5zlGukVBz6natWt5Vzrefnua6TJhpwJmuj3j/vvvlbvvvtM87vsZSk9Pl7i4WGnY0D326MXQU089YVbK7HB83ntvhlx55RXmdx48+Gwzmeih97OysgoyGlzerCHdz6rHzeo4x47tGE2aNNHvGK1atUqGDx9pAg0NXjXDY8GCBdKiRXOJjY0Tu/AdhzQQ9YxDOkGm6fVDh44w10h6jPRzpRmLkZERZpLaDo4chwYNOss7Dq1fv0HuuONOE8x72tfNnfuNCfw1wLUDzrGqQ0BvYXrh98Yb07wFg5S2rNG06Q4dOhTpC6mzY++++65cc814W1wAKd0v7yk6pXRgTklJNSvzmr6pdODxtXDhbzJy5CgToFmdBu6PPvqEKWii9EtKJz1076pvVXv9Yvf0OtbJkTvvvMtvj71VcY6VPINh5sxZ8tBDD5tCOJrBcGSV29zcHHP+6Wdr9OhL5NZbJ8iYMWNtMWvvyRJ67bXX5dprx8tDDz1iKkl37drF73WebBjNjNELbt1HrmOR7yqIlbOE3nlnhlx00TCZN+9Xk+mSmJjofY0elwMH9puAXscjDVZvvPF6ufrqf5gx3co4x8pyjNyTG1rkdfv2FHPfk92h6eQ6TutzdlCSccizF9xzjLTDjW4zs0MGTLBxSAvges4lT/bQxRePNMU6tciy1XGOVS1S7i1M94MfmeLjmUnU/XXFFcWxwxe7L13R8aSUKc8e1OzsbGnSpLHfwKODsn6Z6THT5+1AZ+T15kn79eyR08fq1atbJPj3DMp2COYV51jJMxg8kx7auuaxx84zGQy+nxNNJ9dWkY8//qicddaZMmbMOFMwx25ZQso3S8h3209aWppZBXrkkYfN+DR27OUmK8SOWUK6Qq9ZQr4V//VU08+UfoZ0Qu3SS63/GeIcK+sxqmEmYI80duwYuf7668xnyA5bx45lHPI9Rro98fLLr5TUVGtPmh3LOOQxbtxYue66f5gilFb/3uccq3oE9Baje5w0JUgtXbrU7yTRoExXL7RCubYe8a0MrIHtjBmFfTStTNN7Bg8ebPYRLl++XH766eciK2BavdUT0Kvx4681s4///Of/WX6vqqbv9uvX1+yD13S65ctXmKDUt+iWzqhqwRcPLZJz8sl95JZbrN8uinOs/DIY/v57i89kkVNatmxpzrMRI0bJmjVrxE5ZQl99NTtglpBnYlE/R61btzIrRDqhZJcsIU/nkaNlCSkdn3TSNSmptVx88WhbtGfjHCvfY6S0U4J2mdBAY/Xqv8QOjnUc0pV7bceqwepff1n/c3Qs45A6//zz5LLLxprjY4fPEOdY1SOgtxD9ktZK5DpTqkWTdEbx9tvvkN9/X3zEProD3v3fGmjcccdtMmrUGLFLT9Xp098yx0SPh86earr9rFnvmy8vT8C6c+cus7rh2Yd54403ytix4ywfrGrK3fTp02TevPmmLU2/fv3Marym3umx8XyJaWEuDWyVprbefvttcsklYyx/fDjHKi6DQVefH330cVOnYsuWLWIXx5IlpHUXnntuojz44MOWXxErTZaQHrNnn50o+/btNReQdsA5Vr7HSIPWffv2y6hRo4t0krCyY81W1GJv2k1ix44dYgfHMg7pYpFmTl111bXmeTvgHKt6BPQWoYGFFqCYPv0dky6le3quv368vPrqy/Kf/9xrKiZ76AqirrAOHz5MJky42ezBtHrapudi+MEH75e33ppu0qZU79695NFHH5aEhOry9tvTvRc5+iWmFco1WL3llptl9Ogxlj9Genwef/wR0zdVexdXr17dVKy/+OIRpm+o7+q7pm02bdrEZC5oC5LRoy+1/PHhHKu4DAadNNN94doJwA69sUuXJfQPadu2jfz73/f4tbKzotJkCWmBwJ49e8jNN0+wfPs+zrGKO0ZpaYfk/feLpk9bUWmzFXXi/1//+rflJ/BLMw5dfvll0qtXT3O9ZPU2fpxjoYWA3iLce+X2y1dfzTEDjqYdPvnk03LokM7IP2xmVrUNm9LetLpvRWfrdQ+dXQINPQZ5efmSnLzW/KxF3LTNiraie+SRh0w7H90/psdu3759pm1LmzZJMmaM9YNVpQF8RESkN+VO98NrOyztJ3/DDdfJM888JXfccZd5Tr+oBg8eZFrW2CGYV5xjFZfBcPvtt5oMBjsEGqXPErpBxo27zPLBfFmzhKwezHOOVfwxsoOyZCvqOGT1YL6s45DVg3nOsdBDlXuLqF49wcwSelpheVpmTJ36shmktb1Gy5buWUSdZdSTTPf2rFy5UuxCA9b4+GpmVtpDZ1q1hca99z4gF154gekhrnQ2VosFXXHF1bYoGqQ0cNdBWPtae+gX1qJFv8vrr79p9olpD1G1evVq035t+PCLbROsco6VPINBJzG0UNJXX31lMhjOPfccv9cWl8GwYsUKsVOWkK4k6yrOVVddY47P1VdfbQoLeRSXJeTpbWyHLKE777zb7PP+7LPPzZ54zRLSVR/fLCE9x3TFUPtg22FikXMsOI5RcIxDgTEOBcY5FppYoQ9jGlDoqqAGYTrAajs1Pcm0yISuDHpmEDV9WgORf/3rnzJhwm0mrerss8+xRZsITYvWdDJdTdWAVduNPPbYI2b/l/YL14Beb8HRBYAAABMDSURBVH/88Yc8/PCjcvfdd8n//vedSRPS/T1WX83QSQ6lnwX9LH3xxZcmXUxX3jVgVzrTrMeqc+dO0r17d4mMnGYqbWvKndU/Q5xjJUcGQ3BkCQVGllBgnGPBcYyCYxwKjHEoMM6x0MQKfZhKSkqSF16YZAZf3bOjHn/8CVOgRAMOHZA00PCsImqlUk0T8rRbs0OgoSllb789TZ599ml5/vnnzDHRWVbtsTplygtm/7xveuaGDRtk27atppeosnowr8fnlVemysyZ75rZZZ3YmD17tmRmZppshVNO6e99rX6WtOeq7pvX2Vk7fIY4x44NGQzBkSUUGFlCgXGOBccxCo5xKDDGocA4x0ITAX0Y0iIUH3zwngksdNDR9iEDBw40fS5ffvlVM/BMnTrFG3B4eozqSac9Re1yjN5//z358cef5IsvvjC/t/ZLVa+88pq8++5Mkx50xhmnewP3vn37mgHK5bL2HkzP8Zk1a6YsWLBAPv74E7O3Sb+8du/eIxMnTjJf7iNGDDetVzx69ephZlntEKhyjpWM/r6afqh8Mxg0M8Z3skMzGL799n8mgyE2NtabwWCHtmt6LPQCUI+FJ0vo7rvvlL59T/bus/TNEtJ9qk2aNDGrHpolZPXWa3oOeTKFPFlC2uZIV7w8PFlCS5YsKcgSivRmCelErJVxjgXHMQqOcSgwxqHAOMdCHwF9WK46vylTp74iDzzwkEye/KJERkZ4V1P//PNPeeGFFyU9/bDMnTtbbr31FrPCOHbspfLMM8+Z1iRWpyur06a9blLGJk9+QT777AuzZ0cHYKUr8Pq4HruJE5+T119/RV577RW55pqrTJ/5AwcOipW1atVSZsyYbgZevWl1fy2Eo6v0mkq1bds2eeyxJ0yqne57+vTTj81nSIN+bZel+6GsjHOsZMhgCI4socDIEgqMcyw4jlFwjEOBMQ4FxjkWHgjow4gOMqNGjZKZM2fJ66+/YR7btWuX2dvTv39fc1LpwKtpUddff5N5Xf369c2smlbdtPoMq8cJJ+jq/Afy5pvTzM86sMyZM9ekAHlabOjgo6lBV155lXz//Y/y66+/mlnov/5aI1amn4VTTjnFTHbo8dGf9XOlaVHu7AT3F7dWLtWV+meeeVYWLlwoGzduNJVJrX58OMdKhgyG4MgSCowsocA4x4LjGAXHOBQY41BgnGPhw9G+fQdrT71ZhKZKtWnTxuxB0aqReuJoEKEn2NlnnyUPPfSADB58brGry57XWV3t2rVl2LChJlDXVB/P7KDSqq260nzdddd722rYjfZU1dV5bcOiqWK+bWd0AJ49+0u58sqrZc2aZDMJYofPjC/OsZKvZrzzztvy2mtvmEkPbUnz7LNPybp1G+Shhx42x+LEEzuYi8aOHTuavte6kqGFgy699DJbTHroisa777qPkU6c6UXhLbfcZFofaZVfpRc8l102TiZMuEV+/32ROJ0u6dSpozkHrT5xpuPQRx99IFOmTPVOvGo7Iw0qtHCS9kvXVlC6T7VVq1Ymc2jVqlXmPNSKylY/PpxjwXGMgmMcCoxxKDDOsfDCCn2YuOCC86R//34m3dkTiHkCCF09zcjI9BaoUKedNsB73y6BhlZh7dq1i7nvG8x7Vpx37y7sp6o0nVx7jdpF8+bN5NprrzGTHUf2kM3Pd5ove51l1X1i+pkZNOhs6devr9gF51hwZDCUDFlCR0eWUGCcY8FxjEqGcejoGIcC4xwLP7StCxOaLvXQQw9Kw4YNZefOnX7P6T6fWrVqmhXG7dtT5IorLjfFTs46a7Bpv2YXuvKu7TE0KNNVaF/uAM1hZhiV9lS966475cILh4pd6Myyfh48hU18B26dANFKpHqMlKad6azr0KHDxS44x0qWwfDccxNNBoNvZoKm39WoUUOioiK9r9fHX3ppqt/r7JYl5EtrK2grpMREd+ElD60irTc7ZQlpf2fNElL6uXC3hVwm8fHx0qxZU2+WkBbk0gtGu1TX5hwLjmMUHONQYIxDgXGOhSdW6MOAniApKammWJm2GjmS9hPVqpxaufTii0fKhAk3y8UXX2KbQMMTlKrffvvNW6jE9zl30Jol+/fvN+1Ybr11gkk5W7duvdiFporrQDtu3Fi/x/ULS1eldQVaB2lNv7v55htl3LgrZPPmv8UOOMeCI4MhOLKEAiNLKDDOseA4RsExDgXGOBQY51h4IqAPA3qC6KC8des2GTt2rAk+fFdZdTVx48ZN8tRTT8p//vN/JhCzy0yih6dCq7bTGD58qFlN9X1Obxs2bJQHHrhP7rnnP2Z/j116hirP52X27K+lWrWihUp0llpnoXWf+G23TZCxYy+zVc9QzrGSZTDoRaJmMBzJN4NBaQbDSy+9aNoe2YlmCemFjl4MHam4LKGHH37QFoWnSpsl9MQTj9lq0oxzLDiOUXCMQ4ExDgXGORaeCOhD0JGDjMe8efO86Sy+s2A6CGn6VLduXWXkyEtsFYgdacWKlWZVWQu7HEnbsGnPzEsuGW35Y6R75AYMONX7s+fzsnbtWtNXVQuZ+NKZaO0TGhUVZfaH2S1Y9eAcKx4ZDMGRJRQcWUJHxzkWHMcoOMah4BiHjo5zLHxR5T4EAzEt1PHNN9+YvSq+YmJi5I03XjOtRjTw8NW9+0myc+cucxLaQaB9OjrbrC1HtNe8L02vqlmzRpHjajXt27eXDz+cZYLzK664ShYt+t08rl/k+oV18803mRYtixcv8ft7WqV03769ZjC3smrVqpkvJOVJJ/N8njjHArvhhuvNzPwjjzxqfvY9B7X1j04Mdex4osmAsdukh0efPr3lxhuvl5tvnlCkI8Jzzz1jUjejoqJNlWQ7HSPPOda/f3/p0eMkef75yUWyhLRX9nHHNZI6derIuHGX23JikXMsOI5RcIxDxWMcKhnOsfDDCn0I0ZPntddekX/+8y45//zzvSktnkFGi1P89NPPUqNGYpG/q8VM7BBo6L4mz+Ci7USKy2z48suvJDKy6EdbU6msHsy7e87OlGnT3pLXX3/TfGl7Zuw92xI0U0H3j2m7Gl86KFs9mNc2LJMmTZQZM94xEz8XXniB9/Okx4NzzI0sodIjS8iNLKHS4RwrxDhUeoxDboxDpcM5Fn4I6ENIUlJrswdc22hceukYGTFimDeo10FGrV+/XsaMGe0NbO1Ei7g888xT0rlzJ0lIiDer0NddN977vGfQ0S+xgQNPk06dOomd6Gyp9pzVz4+2WdHgc9iwYd59UJ7Afvbs2eY5zyq1XWhV2+nT35alS5eZVj66L1578mo1f9/VejufY54LoLFjL5UGDeoXeU6r/rZt28asbvjSyaL77ntAzj77HHOhZAdHCzY0ZdOzt/BITz/9rJx22umWT2/VLKEvvvhMpk6dIr169fQ+rmOQtj769tvvTKbMkT755FMZPfpSy3+G9HfXCUTfSVXP54lzzI1xqGQYh46OcSgwxiFroW1dCNGAVPc1vfLKq7Jjxw6ZMOEW8/hHH31i9quo335bJGeccbq31YbdAvrGjRubfWHaK/Teex+QSZOeM4Gpp0+mzqrqQP31199I9eqFVTitTtusvPPO26afqraqUR988KGZ2NCMj9tvv9O7Qp+WdlhatmwpI0eOMK+xC816+d///udtr6LHLDl5rSkEqF9oOgmidIuCXc8xT5aQZr/o9oPPPvvcO/aUJEvIDnSi5/Dhw94sIa0a7eFZ0dAsoeKqItslS2jWrBkmS8jhiDDHQbf3eIqT+mYJ6QS2b5VpO6z2aJbQnXfeIbVq1TIVoxcsWCiff/5FibOE7IBxKDjGocAYhwJjHLIeVuirWOvWrU3q78SJz5r0n1dffc08rifWiy++KKNGjfJbqdcKk3FxcTJu3KViN1u2bDG1BXRfmAb3P/zwg/zf//1Hbr31Fm/blZNO6mZee/hwmqlOaoegTL+8MzIypG/fU8zqvPLMuH788Scmta59+3beCQ/N9vjww48kNjZG7EI/B9pX1rfVih6zOXO+ln/9698yatTF5vPieVzrLdjxHCNLKDCyhAIjSygwsoRKhnEoMMahwBiHAmMcsiYC+iruFaoziDr26p6dwYMHmZZqAwcONM9/8slnfkG9J/Vs+vR3ZdOmzWJHP/zwo2Rn53iPxezZc+Saa/4hDz54v3z22cdmJtaT1aCTInaZENJ94ddcc5XJXtAA3zMg//rrAqlRo4a5KFKeLy6dza9fv4H3i82qmjdvLh06nGAuAvWzcvzx7aVv35P9XqOz0M8885ycffZZ0qVLZ/PYu+/OMG3q7JwlNGnS5CITip4soU2bNtlisixQllB6eobJErrhhuvkmmuu9r7G7llCb7893S9LSFe7NEvIU5TzyCwhO/HNEtLJVi2++eyzE01atLYL9dAsIbueY4pxKDDGoaNjHAqOcciarH01H8I0jUyrjc+a9YHcd9/9MnXqyzJixCgz2Ggf9bPOOtMb1L/wwotmBVpnyjQ40/SY+fPnix2C1YceelCef/45syqvqUGrV/8lmZkZcv3113lfp4OzXgBoipBOkngyGb7//gfvbL6VJ4S06I2mjg8bNlTuvfc/fr1ndbX5oYcekd69e/kVhtHVD/3Meb7YrEjTED/55EP56KMPTIV67a2q/Xm11Uq3bu5MDqWTHwsX/mYuBBo1amQe0wmzX3/9VeyALKGSI0uoeGQJBUeWUGCMQyXHOFQ8xqHgGIesi4C+imjw6ekH6jnJdI/Ygw8+bPY3nX/+ed6g49NPPzMVy/VLTl+nxU6ObENi1WBVafbCiBHD5dFHH5YePbrLa6+9YQZmHZB0X9Sbb74ud955t9xyy63mC6527dp+RWHsMCGkM62eCSEdkHUPuMfWrVvNTGuPHj38/g29ILKyk0/uI/PmzTdf2K+++rKpZvvyy6+YYzR27Bi/IjmadqdpZ57UsrS0NMufY4osoWNHlpA/soQCI0soOMahY8c45I9xKDDGIeuz9ic4hOms4YEDB6RJkyZmINGTTP/cs2ePPPnk06b/5Zgxl3hfrylDY8aMM2loVne0YFVXky+7bJypXNqiRXN5/PFHTeEcnZn+5pv/ys8//2Iqb9rhGAWbENJ2bF27djHP6efszz+Xmsd0FdoumjdvZlrOPPXUM+aiZvr0tyQxsYap8KvGj/+HXHDB+SbzY/z4a03Ar2mcdkGWUHBkCQVGllBgZAkFxzgUHONQYIxDgTEO2QMBfRXRE0f3+AwaNMh8mSkdUDztNO65517znO/JphVN7SBQsKpfSpoupNVbmzVrJrfddoe5b7djVJIJIc9MtProo4/lggsuMl9qdvHee++b7geaqTFlyksm5W7mzHdMZsfDDz8qS5culQceuE9efvklGTp0qFx11TW26TOvyBIKjCyhwMgSCo4soeAYhwJjHAqMcSg4xiF7IKCvQuvXb5Cbb77F7FfxzLJ6Zgl3794jy5Ytk6wsaw80xxqsPvHEU2Yw0n1jQ4cONyvzdlSaCSE9pnaiX0oehw4dksmTXzRB/YwZ083qve6xGzLkApPhoT1n//prjdgJWUJHR5ZQcGQJBUeWUHCMQ0fHOBQc41BwjEP2QEBfxXRfz4QJt5kKpXfffafZ56IuvniEqWK6d+8+sZtAwaoGaf/+9z1m5lVTh+yMCaFjo9kbGtTrF5pe/OiKhu6f0yqudrjwORJZQkdHllBwZAkFR5ZQcIxDR8c4FBzjUHCMQ/YQVdVvAFrc5Ae57LIr5LHHdH9PbzMgNWzYQK6//kbzhWbnYPXll6eaLzXfPU4arGr/TDsNyMEmhCZPniiJidXNTL5WwLXzhFAgepGj+zCrVatm0hYHDTrXzOLbVbDzzK6TQsGyhJ5//llZtWq1yRKyK08g9v77s2Tnzl2mvdiRgdgXX3wuM2fOkj///NP8HbKEXjT3NUvoyiuvNllCOsGo1dr12NhxYlExDhWPcSg4xqHgGIfsgYA+RGga0OWXX2mKn2gq0Jo1ayQlJVXs7GjB6siRwwlWfTAhdOxB/ZNPPmW++O0czHswKXRsF4meLKEvvvhMvv56rixZ8ofYFYFY6bKEtJq7ZgndfvudMn8+BacU41BRjEMlwzh0bBiHrImAPoTs2rXb3FCIYLVkmBA6Npp6ZuVCQceK86wosoRKhkDs2JAldHSMQ0UxDpUM49CxYRyyHkf79h1cVf0mgGC01yrBKlCxOM+K0l7YepH4zjvvei8Sr7zychk7dqwppmjXQONI3bp1NYFYRkamXyCm7bVQlO5f1RRX3RMNf4xDRTEOlQzj0LFhHLIOAnoAAALgIrFkCMSAisM4VDKMQ7AjAnoAAILgIhFAVWMcAlAcAnoAAAAAAMIQfegBAAAAAAhDBPQAAAAAAIQhAnoAAAAAAMIQAT0AAAAAAGGIgB4AAAAAgDBEQA8AAAAAQBgioAcAAAAAIAwR0AMAAAAAEIYI6AEAAAAACEME9AAAAAAAhCECegAAAAAAJPz8P0GmfzNHTdFgAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Plot E_produced using the formatted date as the x-axis\n",
|
|
"pl.figure(figsize=(12, 8), facecolor='#27272a')\n",
|
|
"ax = pl.gca()\n",
|
|
"ax.set_facecolor('#27272a')\n",
|
|
"pl.rcParams['text.color'] = 'white'\n",
|
|
"pl.rcParams['axes.labelcolor'] = 'white'\n",
|
|
"pl.rcParams['axes.edgecolor'] = 'white'\n",
|
|
"pl.rcParams['xtick.color'] = 'white'\n",
|
|
"pl.rcParams['ytick.color'] = 'white'\n",
|
|
"pl.rcParams[\"font.family\"] = \"Exo 2\"\n",
|
|
"font_manager.fontManager.addfont('C:/Users/User/Documents/Exo2-VariableFont_wght.ttf')\n",
|
|
"monthly_data = monthly_data[monthly_data['year'] <= 2023]\n",
|
|
"pl.plot(monthly_data['date_label'], monthly_data['peak_sun_hours'], linewidth=2, color=\"#fcd913\",alpha=1)\n",
|
|
"pl.ylim([3,5])\n",
|
|
"x = monthly_data['date_label']\n",
|
|
"y = monthly_data['peak_sun_hours']\n",
|
|
"pl.fill_between(x, y, color=\"#fcd913\", alpha=0.3)\n",
|
|
"avg_peak = monthly_data['peak_sun_hours'].mean()\n",
|
|
"pl.axhline(avg_peak, color='white', linestyle='--', label=f'Average: {avg_peak:.2f}')\n",
|
|
"\n",
|
|
"pl.ylabel(\"Peak Sun Hours per Day\", fontsize=16)\n",
|
|
"step = 3\n",
|
|
"indices = np.arange(0, len(monthly_data), step)\n",
|
|
"pl.xticks(indices, monthly_data['date_label'].iloc[indices], rotation=45)\n",
|
|
"pl.title(\"Average Peak Sun Hours per Month\", color=\"#fcd913\", fontsize=26, fontweight='bold')\n",
|
|
"pl.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "3be22e1a",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "venv",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|